Antoine/Atomizer
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

feat(config): Add AtomizerSpec v2.0 schema and migrate all studies

Browse Source 
Added JSON Schema:
- optimization_engine/schemas/atomizer_spec_v2.json

Migrated 28 studies to AtomizerSpec v2.0 format:
- Drone_Gimbal studies (1)
- M1_Mirror studies (21)
- M2_Mirror studies (2)
- SheetMetal_Bracket studies (4)

Each atomizer_spec.json is the unified configuration containing:
- Design variables with bounds and expressions
- Extractors (standard and custom)
- Objectives and constraints
- Optimization algorithm settings
- Canvas layout information
This commit is contained in:
Anto01
2026-01-20 13:11:23 -05:00
parent f067497e08
commit cb6b130908
31 changed files with 12281 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

287
studies/Drone_Gimbal/drone_gimbal_arm_optimization/atomizer_spec.json Normal file
View File

@@ -0,0 +1,287 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.010333Z",
"modified": "2026-01-17T15:35:12.010333Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "drone_gimbal_arm_optimization",
"description": "Drone Camera Gimbal Support Arm - Multi-Objective Lightweight Design",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Beam_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "beam_half_core_thickness",
"type": "continuous",
"bounds": {
"min": 5,
"max": 10
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Half thickness of beam core (mm) - affects weight and stiffness",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "beam_face_thickness",
"type": "continuous",
"bounds": {
"min": 1,
"max": 3
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Thickness of beam face sheets (mm) - bending resistance",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "param_3",
"expression_name": "holes_diameter",
"type": "continuous",
"bounds": {
"min": 10,
"max": 50
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Diameter of lightening holes (mm) - weight reduction",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "param_4",
"expression_name": "hole_count",
"type": "continuous",
"bounds": {
"min": 8,
"max": 14
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Number of lightening holes - balance weight vs strength",
"canvas_position": {
"x": 50,
"y": 340
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Total mass (grams) - minimize for longer flight time",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": 4000,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "First natural frequency (Hz) - avoid rotor resonance",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "fundamental_frequency"
},
"target": 150,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum tip displacement under 850g camera load < 1.5mm for image stabilization",
"type": "hard",
"operator": "<",
"threshold": 1.5,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
},
{
"id": "con_002",
"name": "Maximum von Mises stress < 120 MPa (Al 6061-T6, SF=2.3)",
"type": "hard",
"operator": "<",
"threshold": 120,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 500
}
},
{
"id": "con_003",
"name": "Natural frequency > 150 Hz to avoid rotor frequencies (80-120 Hz safety margin)",
"type": "hard",
"operator": ">",
"threshold": 150,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 600
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 30
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "ext_001",
"target": "con_002"
},
{
"source": "ext_001",
"target": "con_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
},
{
"source": "con_002",
"target": "optimization"
},
{
"source": "con_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

406
studies/M1_Mirror/m1_mirror_adaptive_V11/atomizer_spec.json Normal file
View File

@@ -0,0 +1,406 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.012625Z",
"modified": "2026-01-17T15:35:12.012625Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_adaptive_v11",
"description": "V11 - Adaptive surrogate optimization with real FEA validation. Cross-links V10 training data. NN/FEA trial differentiation for dashboard.",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\NX2506",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 28.5
},
"baseline": 26.79,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 13.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 18.0,
"max": 23.0
},
"baseline": 20.73,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 35.0,
"max": 55.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 68.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 65.0
},
"baseline": 60.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4,
"max": 5.0
},
"baseline": 4.23,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

454
studies/M1_Mirror/m1_mirror_adaptive_V12/atomizer_spec.json Normal file
View File

@@ -0,0 +1,454 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.013676Z",
"modified": "2026-01-17T15:35:12.013676Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_adaptive_v12",
"description": "V12 - Adaptive optimization with tuned hyperparameters, ensemble surrogate, and mass constraint (<99kg).",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\NX2506",
"simulation_timeout_s": 900
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 28.5
},
"baseline": 26.79,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 13.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 18.0,
"max": 23.0
},
"baseline": 20.73,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 35.0,
"max": 55.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 68.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 65.0
},
"baseline": 60.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4,
"max": 5.0
},
"baseline": 4.23,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Mirror assembly mass must be under 99kg",
"type": "hard",
"operator": "<=",
"threshold": 0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 100.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

406
studies/M1_Mirror/m1_mirror_adaptive_V13/atomizer_spec.json Normal file
View File

@@ -0,0 +1,406 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.015282Z",
"modified": "2026-01-17T15:35:12.015282Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_adaptive_v13",
"description": "V13 - Pure NSGA-II multi-objective optimization with FEA only. No surrogate. Seeds from V11+V12 FEA data.",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\NX2506",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 28.5
},
"baseline": 26.79,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 13.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 18.0,
"max": 23.0
},
"baseline": 20.73,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 35.0,
"max": 55.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 68.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 65.0
},
"baseline": 60.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4,
"max": 5.0
},
"baseline": 4.23,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

406
studies/M1_Mirror/m1_mirror_adaptive_V14/atomizer_spec.json Normal file
View File

@@ -0,0 +1,406 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.016335Z",
"modified": "2026-01-17T15:35:12.016335Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_adaptive_v14",
"description": "V14 continuation - TPE with expanded bounds based on V14 analysis. 4 params were at bounds: lateral_middle_pivot (99.4%), whiffle_min (96.3%), lateral_outer_angle (4.7%), lateral_inner_pivot (8.1%).",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\NX2506",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 26.79,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 20.73,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 80.0
},
"baseline": 60.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.1,
"max": 4.5
},
"baseline": 4.15,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

407
studies/M1_Mirror/m1_mirror_adaptive_V15/atomizer_spec.json Normal file
View File

@@ -0,0 +1,407 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.017994Z",
"modified": "2026-01-17T15:35:12.017994Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_adaptive_v15",
"description": "V15 NSGA-II multi-objective optimization. Seeds from 785 V14 trials. Explores Pareto trade-offs between 40deg tracking, 60deg tracking, and manufacturing workload.",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 26.79,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 20.73,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 80.0
},
"baseline": 60.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.1,
"max": 4.5
},
"baseline": 4.15,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "NSGA-II",
"config": {
"population_size": 50,
"seed": 42
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

435
studies/M1_Mirror/m1_mirror_cost_reduction/atomizer_spec.json Normal file
View File

@@ -0,0 +1,435 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.019028Z",
"modified": "2026-01-17T15:35:12.019028Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction",
"description": "TPE optimization for M1 mirror cost reduction. Starting from best V11-V15 design (Trial #725, WS=121.72). New geometry with modified behavior.",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 27.7,
"units": "degrees",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 13.03,
"units": "degrees",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 11.24,
"units": "mm",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 8.16,
"units": "mm",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.88,
"units": "mm",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 9.84,
"units": "mm",
"enabled": false,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 58.63,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 80.0
},
"baseline": 77.96,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65,
"max": 80.0
},
"baseline": 67.33,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.5,
"max": 5
},
"baseline": 4.5,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 537.86,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 2.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part extracted via NX MeasureManager",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 15,
"seed": 42
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

528
studies/M1_Mirror/m1_mirror_cost_reduction_V10/atomizer_spec.json Normal file
View File

@@ -0,0 +1,528 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.025507Z",
"modified": "2026-01-17T15:35:12.025507Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_v10",
"description": "CMA-ES lateral optimization with RIGOROUS ZernikeFigure extraction. Uses actual figure geometry to compute OPD with XY lateral displacement correction. Replaces V8 which used Z-only Zernike extraction. 6 active lateral variables.",
"tags": [
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.4158,
"units": "degrees",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "Pocket_Radius",
"expression_name": "Pocket_Radius",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.05,
"units": "mm",
"enabled": false,
"description": "FIXED at 10.05mm (pushed to model each iteration)",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 27.7,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Angle of inner lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 13.03,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Angle of outer lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7,
"max": 12.0
},
"baseline": 10.0,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Pivot position for outer lateral. Max constrained to 11.",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 8.16,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Pivot position for inner lateral.",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.88,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Pivot position for middle lateral.",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.84,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V10. Closeness factor for lateral supports.",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 537.86,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed structural parameter.",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 85.0
},
"baseline": 85.0,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed at 85mm per sensitivity analysis.",
"canvas_position": {
"x": 50,
"y": 1060
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part extracted via NX MeasureManager",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3,
"seed": 42
}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

528
studies/M1_Mirror/m1_mirror_cost_reduction_V11/atomizer_spec.json Normal file
View File

@@ -0,0 +1,528 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.027110Z",
"modified": "2026-01-17T15:35:12.027110Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_v11",
"description": "CMA-ES lateral optimization with CORRECT ZernikeOPD extraction using extract_relative() method. Uses actual figure geometry to compute OPD with XY lateral displacement correction. Clean restart from V10 (which had corrupted iterations).",
"tags": [
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.4158,
"units": "degrees",
"enabled": false,
"description": "FIXED at V7 best value",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "Pocket_Radius",
"expression_name": "Pocket_Radius",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.05,
"units": "mm",
"enabled": false,
"description": "FIXED at 10.05mm (pushed to model each iteration)",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 27.7,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Angle of inner lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 13.03,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Angle of outer lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7,
"max": 12.0
},
"baseline": 10.0,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Pivot position for outer lateral.",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 8.16,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Pivot position for inner lateral.",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.88,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Pivot position for middle lateral.",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.84,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V11. Closeness factor for lateral supports.",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 537.86,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed structural parameter.",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 85.0
},
"baseline": 85.0,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed at 85mm per sensitivity analysis.",
"canvas_position": {
"x": 50,
"y": 1060
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part extracted via NX MeasureManager",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3,
"seed": 42
}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

528
studies/M1_Mirror/m1_mirror_cost_reduction_V12/atomizer_spec.json Normal file
View File

@@ -0,0 +1,528 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.028161Z",
"modified": "2026-01-17T15:35:12.028161Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_v12",
"description": "CMA-ES combined Whiffle + Lateral optimization with ZernikeOPD extraction using extract_relative() method. All 10 design variables enabled for full fine-tuning. Starting from V11 best (trial 190, WS=284.19).",
"tags": [
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V12. Inner whiffle tree contact radius. V7 optimum.",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V12. Outer whiffle arm length. V7 optimum.",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V12. Whiffle triangle geometry. V7 optimum.",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.4158,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. Back face taper angle (affects mass). V7 optimum.",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "Pocket_Radius",
"expression_name": "Pocket_Radius",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.05,
"units": "mm",
"enabled": false,
"description": "FIXED at 10.05mm (pushed to model each iteration)",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 29.9005,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Angle of inner lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 11.759,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Angle of outer lateral support constraint.",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.1336,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Pivot position for outer lateral.",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 6.5186,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Pivot position for inner lateral.",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.3907,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Pivot position for middle lateral.",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 8.685,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V12. V11 best value. Closeness factor for lateral supports.",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 537.86,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed structural parameter.",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 85.0
},
"baseline": 85.0,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed at 85mm per sensitivity analysis.",
"canvas_position": {
"x": 50,
"y": 1060
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part extracted via NX MeasureManager",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.15,
"seed": 42
}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

560
studies/M1_Mirror/m1_mirror_cost_reduction_V13/atomizer_spec.json Normal file
View File

@@ -0,0 +1,560 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.029754Z",
"modified": "2026-01-17T15:35:12.029754Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_v13",
"description": "SAT v3 with conical backface (4-5 deg), stricter 100kg mass constraint, same cost function as flat_back (6*wfe_40 + 5*wfe_60 + 3*mfg). Uses all V6-V12 training data (1200+ samples).",
"tags": [
"SAT-v3-conical",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Cost reduction with conical backface design"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 56.54,
"units": "mm",
"enabled": true,
"description": "Inner whiffle tree contact radius - V12 range",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 82.28,
"units": "degrees",
"enabled": true,
"description": "Outer whiffle arm length - V12 range",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 95.0
},
"baseline": 65.69,
"units": "mm",
"enabled": true,
"description": "CAD constraint - tightened from 120 to 95 based on failure analysis",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 32.0
},
"baseline": 29.14,
"units": "degrees",
"enabled": true,
"description": "Inner lateral support angle - V12 range",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 15.0
},
"baseline": 12.57,
"units": "degrees",
"enabled": true,
"description": "Outer lateral support angle - V12 range",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.3,
"units": "mm",
"enabled": true,
"description": "CAD constraint",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 9.48,
"units": "mm",
"enabled": true,
"description": "Inner lateral pivot position",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 24.0
},
"baseline": 20.09,
"units": "mm",
"enabled": true,
"description": "Middle lateral pivot position - tightened from 27 to 24",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 11.0
},
"baseline": 9.03,
"units": "mm",
"enabled": true,
"description": "Lateral closeness factor - tightened from 12 to 11",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "rib_thickness",
"expression_name": "rib_thickness",
"type": "continuous",
"bounds": {
"min": 6.0,
"max": 9.0
},
"baseline": 8.0,
"units": "mm",
"enabled": true,
"description": "Radial rib thickness - CAD constraint max 9mm (failures above 9.0)",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "ribs_circular_thk",
"expression_name": "ribs_circular_thk",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 10.0
},
"baseline": 7.0,
"units": "mm",
"enabled": true,
"description": "Circular rib thickness",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "rib_thickness_lateral_truss",
"expression_name": "rib_thickness_lateral_truss",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 14.0
},
"baseline": 11.0,
"units": "mm",
"enabled": true,
"description": "Lateral truss rib thickness",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 85.0
},
"baseline": 85.0,
"units": "mm",
"enabled": true,
"description": "Center section thickness - from V12 at 85mm, can explore thinner",
"canvas_position": {
"x": 50,
"y": 1060
}
},
{
"id": "dv_014",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.0,
"max": 5.0
},
"baseline": 4.47,
"units": "degrees",
"enabled": true,
"description": "Backface taper angle (conical, not flat) - V12 best was 4.47",
"canvas_position": {
"x": 50,
"y": 1140
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint - 100kg strict limit",
"type": "hard",
"operator": "<=",
"threshold": 100.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "SAT_v3",
"config": {}
},
"budget": {
"max_trials": 300
},
"canvas_position": {
"x": 1300,
"y": 150
},
"surrogate": {
"enabled": true,
"type": "ensemble",
"config": {
"n_models": 5,
"architecture": [
128,
64,
32
],
"train_every_n_trials": 20,
"min_training_samples": 30
}
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "dv_014",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
},
"workflow": {
"stages": [
{
"id": "stage_exploration",
"name": "Design Space Exploration",
"algorithm": "RandomSearch",
"trials": 30,
"purpose": "Build initial training data for surrogate"
},
{
"id": "stage_optimization",
"name": "Surrogate-Assisted Optimization",
"algorithm": "SAT_v3",
"trials": 270,
"purpose": "Neural-accelerated optimization"
}
],
"transitions": [
{
"from": "stage_exploration",
"to": "stage_optimization",
"condition": "trial_count >= 30"
}
]
}
}

527
studies/M1_Mirror/m1_mirror_cost_reduction_V9/atomizer_spec.json Normal file
View File

@@ -0,0 +1,527 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.031312Z",
"modified": "2026-01-17T15:35:12.031312Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_v9",
"description": "CMA-ES combined fine-tuning of all 10 parameters. Phase 3 of sequential optimization: V7 (whiffle) + V8 (lateral) results combined. Lower sigma for final polish around best known design.",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V9. Value from V7 best (unchanged in V8).",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V9. Value from V7 best (unchanged in V8).",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": true,
"description": "ACTIVE for V9. Value from V7 best (unchanged in V8).",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.42,
"units": "degrees",
"enabled": false,
"description": "ACTIVE for V9. Value from V7 best (unchanged in V8).",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "Pocket_Radius",
"expression_name": "Pocket_Radius",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.05,
"units": "mm",
"enabled": false,
"description": "FIXED at 10.05mm (pushed to model each iteration)",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 32.0
},
"baseline": 29.827,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189.",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 9,
"max": 15.0
},
"baseline": 11.206,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189.",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 11.0
},
"baseline": 10.828,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189. Max constrained to 11.",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 9.048,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189.",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 18.0,
"max": 25.0
},
"baseline": 21.491,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189.",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.398,
"units": "degrees",
"enabled": true,
"description": "ACTIVE for V9. Value from V8 best trial 189.",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 537.86,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed structural parameter.",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 85.0
},
"baseline": 85.0,
"units": "mm",
"enabled": false,
"description": "DISABLED. Fixed at 85mm per sensitivity analysis.",
"canvas_position": {
"x": 50,
"y": 1060
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (operational tracking)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part extracted via NX MeasureManager",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.15,
"seed": 42
}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

582
studies/M1_Mirror/m1_mirror_cost_reduction_flat_back_V10/atomizer_spec.json Normal file
View File

@@ -0,0 +1,582 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.020603Z",
"modified": "2026-01-17T15:35:12.020603Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_flat_back_v10",
"description": "SAT v3 with expanded bounds: center_thickness=60-75mm, thinner mirror face, expanded lateral angles. Uses all V5-V9 training data (800+ samples).",
"tags": [
"SAT-v3-300-thin",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Cost reduction option C for Schott Quote revisions"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 80.0
},
"baseline": 72.0,
"units": "mm",
"enabled": true,
"description": "Expanded range - top designs at 72mm",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 88.0
},
"baseline": 83.0,
"units": "degrees",
"enabled": true,
"description": "Slightly expanded upper bound",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.0,
"units": "mm",
"enabled": true,
"description": "Keep V9 bounds - CAD constraint",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 28.0,
"max": 35.0
},
"baseline": 30.0,
"units": "degrees",
"enabled": true,
"description": "Expanded upper - top designs at 30 deg",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 14.0
},
"baseline": 11.0,
"units": "degrees",
"enabled": true,
"description": "Lowered min - top designs at 11 deg",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.9,
"units": "mm",
"enabled": true,
"description": "Keep V9 bounds - CAD constraint",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 11.0,
"units": "mm",
"enabled": true,
"description": "Keep V9 bounds",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "rib_thickness",
"expression_name": "rib_thickness",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 12.0
},
"baseline": 10.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "ribs_circular_thk",
"expression_name": "ribs_circular_thk",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 10.0
},
"baseline": 7.0,
"units": "mm",
"enabled": true,
"description": "Reduced min to 5mm - top designs at 7-8mm",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "rib_thickness_lateral_truss",
"expression_name": "rib_thickness_lateral_truss",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 14.0
},
"baseline": 11.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "mirror_face_thickness",
"expression_name": "mirror_face_thickness",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 20.0
},
"baseline": 15.0,
"units": "mm",
"enabled": true,
"description": "Keep V9 bounds - CAD constraint",
"canvas_position": {
"x": 50,
"y": 1060
}
},
{
"id": "dv_014",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 60.0,
"max": 75.0
},
"baseline": 67.5,
"units": "mm",
"enabled": true,
"description": "REDUCED from 75-85 to 60-75 per user request",
"canvas_position": {
"x": 50,
"y": 1140
}
},
{
"id": "dv_015",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": -0.001,
"max": 0.001
},
"baseline": 0.0,
"units": "degrees",
"enabled": false,
"description": "FIXED at 0 for flat backface",
"canvas_position": {
"x": 50,
"y": 1220
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint",
"type": "hard",
"operator": "<=",
"threshold": 120.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "SAT_v3",
"config": {}
},
"budget": {
"max_trials": 300
},
"canvas_position": {
"x": 1300,
"y": 150
},
"surrogate": {
"enabled": true,
"type": "ensemble",
"config": {
"n_models": 5,
"architecture": [
128,
64,
32
],
"train_every_n_trials": 20,
"min_training_samples": 30
}
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "dv_014",
"target": "model"
},
{
"source": "dv_015",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
},
"workflow": {
"stages": [
{
"id": "stage_exploration",
"name": "Design Space Exploration",
"algorithm": "RandomSearch",
"trials": 30,
"purpose": "Build initial training data for surrogate"
},
{
"id": "stage_optimization",
"name": "Surrogate-Assisted Optimization",
"algorithm": "SAT_v3",
"trials": 270,
"purpose": "Neural-accelerated optimization"
}
],
"transitions": [
{
"from": "stage_exploration",
"to": "stage_optimization",
"condition": "trial_count >= 30"
}
]
}
}

582
studies/M1_Mirror/m1_mirror_cost_reduction_flat_back_V9/atomizer_spec.json Normal file
View File

@@ -0,0 +1,582 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.022867Z",
"modified": "2026-01-17T15:35:12.022867Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_cost_reduction_flat_back_v9",
"description": "Self-Aware Turbo v3 with ALL campaign data (601 samples), adaptive exploration schedule, optimal mass region targeting (115-120 kg), and L-BFGS polish phase.",
"tags": [
"SAT-v3-200",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Cost reduction option C for Schott Quote revisions"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 51.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 77.5,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 92.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 27.5,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 14.0,
"units": "degrees",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 8.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 21.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "rib_thickness",
"expression_name": "rib_thickness",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 12.0
},
"baseline": 10.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "ribs_circular_thk",
"expression_name": "ribs_circular_thk",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 900
}
},
{
"id": "dv_012",
"name": "rib_thickness_lateral_truss",
"expression_name": "rib_thickness_lateral_truss",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 14.0
},
"baseline": 12.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 980
}
},
{
"id": "dv_013",
"name": "mirror_face_thickness",
"expression_name": "mirror_face_thickness",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 20.0
},
"baseline": 17.5,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 1060
}
},
{
"id": "dv_014",
"name": "center_thickness",
"expression_name": "center_thickness",
"type": "continuous",
"bounds": {
"min": 75.0,
"max": 85.0
},
"baseline": 80.0,
"units": "mm",
"enabled": true,
"description": "",
"canvas_position": {
"x": 50,
"y": 1140
}
},
{
"id": "dv_015",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": -0.001,
"max": 0.001
},
"baseline": 0.0,
"units": "degrees",
"enabled": false,
"description": "FIXED at 0 for flat backface",
"canvas_position": {
"x": 50,
"y": 1220
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint",
"type": "hard",
"operator": "<=",
"threshold": 120.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "SAT_v3",
"config": {}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
},
"surrogate": {
"enabled": true,
"type": "ensemble",
"config": {
"n_models": 5,
"architecture": [
128,
64,
32
],
"train_every_n_trials": 20,
"min_training_samples": 30
}
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "dv_012",
"target": "model"
},
{
"source": "dv_013",
"target": "model"
},
{
"source": "dv_014",
"target": "model"
},
{
"source": "dv_015",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
},
"workflow": {
"stages": [
{
"id": "stage_exploration",
"name": "Design Space Exploration",
"algorithm": "RandomSearch",
"trials": 30,
"purpose": "Build initial training data for surrogate"
},
{
"id": "stage_optimization",
"name": "Surrogate-Assisted Optimization",
"algorithm": "SAT_v3",
"trials": 170,
"purpose": "Neural-accelerated optimization"
}
],
"transitions": [
{
"from": "stage_exploration",
"to": "stage_optimization",
"condition": "trial_count >= 30"
}
]
}
}

400
studies/M1_Mirror/m1_mirror_cost_reduction_lateral/atomizer_spec.json Normal file
View File

@@ -0,0 +1,400 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.024432Z",
"modified": "2026-01-17T16:33:51.000000Z",
"created_by": "migration",
"modified_by": "claude",
"study_name": "m1_mirror_cost_reduction_lateral",
"description": "Lateral support optimization with new U-joint expressions (lateral_inner_u, lateral_outer_u) for cost reduction model. Focus on WFE and MFG only - no mass objective.",
"tags": [
"CMA-ES-100",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Optimize lateral support geometry using new U-joint parameterization on cost reduction model"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_u",
"expression_name": "lateral_inner_u",
"type": "continuous",
"bounds": {
"min": 0.2,
"max": 0.95
},
"baseline": 0.3,
"units": "unitless",
"enabled": true,
"description": "U-joint ratio for inner lateral support (replaces lateral_inner_pivot)",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_u",
"expression_name": "lateral_outer_u",
"type": "continuous",
"bounds": {
"min": 0.2,
"max": 0.95
},
"baseline": 0.8,
"units": "unitless",
"enabled": true,
"description": "U-joint ratio for outer lateral support (replaces lateral_outer_pivot)",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 21.07,
"units": "mm",
"enabled": true,
"description": "Middle pivot position on lateral support",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 35.0
},
"baseline": 31.93,
"units": "degrees",
"enabled": true,
"description": "Inner lateral support angle",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 17.0
},
"baseline": 10.77,
"units": "degrees",
"enabled": true,
"description": "Outer lateral support angle",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "hole_dia1",
"expression_name": "hole_dia1",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 25.0
},
"baseline": 15.0,
"units": "mm",
"enabled": true,
"description": "Diameter of hole pattern 1",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "hole_dia2",
"expression_name": "hole_dia2",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 25.0
},
"baseline": 15.0,
"units": "mm",
"enabled": true,
"description": "Diameter of hole pattern 2",
"canvas_position": {
"x": 50,
"y": 580
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 135.75,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
},
{
"id": "ext_003",
"name": "Volume Extractor",
"type": "custom",
"builtin": false,
"config": {
"density_kg_m3": 2530.0
},
"custom_function": {
"name": "extract_volume",
"code": "def extract_volume(trial_dir, config, context):\n \"\"\"\n Extract volume from mass using material density.\n Volume = Mass / Density\n \n For Zerodur glass-ceramic: density ~ 2530 kg/m³\n \"\"\"\n import json\n from pathlib import Path\n \n # Get mass from the mass extractor results\n results_file = Path(trial_dir) / 'results.json'\n if results_file.exists():\n with open(results_file) as f:\n results = json.load(f)\n mass_kg = results.get('mass_kg', 0)\n else:\n # If no results yet, try to get from context\n mass_kg = context.get('mass_kg', 0)\n \n density = config.get('density_kg_m3', 2530.0) # Zerodur default\n \n # Volume in m³\n volume_m3 = mass_kg / density if density > 0 else 0\n \n # Also calculate in liters for convenience (1 m³ = 1000 L)\n volume_liters = volume_m3 * 1000\n \n return {\n 'volume_m3': volume_m3,\n 'volume_liters': volume_liters\n }\n"
},
"outputs": [
{
"name": "volume_m3",
"metric": "total"
},
{
"name": "volume_liters",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 400
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered, annular)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint (still enforced even though mass not optimized)",
"type": "hard",
"operator": "<=",
"threshold": 120.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "solver",
"target": "ext_003"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

259
studies/M1_Mirror/m1_mirror_flat_back_final/atomizer_spec.json Normal file
View File

@@ -0,0 +1,259 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.032823Z",
"modified": "2026-01-17T15:35:12.032823Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_flat_back_final",
"description": "Final whiffle refinement starting from V10 iter123 (best mass design). Only 2 variables: whiffle_min and whiffle_triangle_closeness. Uses CMA-ES for efficient 2D optimization.",
"tags": [
"CMA-ES-60",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Final optimization of whiffle parameters for flat back design"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 35.0,
"max": 85.0
},
"baseline": 70.77,
"units": "mm",
"enabled": true,
"description": "Minimum whiffle tree arm length - affects support stiffness distribution",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 55.0,
"max": 110.0
},
"baseline": 69.02,
"units": "mm",
"enabled": true,
"description": "Closeness of whiffle triangle vertices - affects load distribution geometry",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 135.75,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered, annular)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint",
"type": "hard",
"operator": "<=",
"threshold": 120.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3
}
},
"budget": {
"max_trials": 60
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

325
studies/M1_Mirror/m1_mirror_flatback_lateral/atomizer_spec.json Normal file
View File

@@ -0,0 +1,325 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.034330Z",
"modified": "2026-01-17T15:35:12.034330Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_flatback_lateral",
"description": "Lateral support optimization with new U-joint expressions (lateral_inner_u, lateral_outer_u). Focus on WFE and MFG only - no mass objective.",
"tags": [
"CMA-ES-100",
"mirror",
"zernike",
"opd"
],
"engineering_context": "Optimize lateral support geometry using new U-joint parameterization"
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_u",
"expression_name": "lateral_inner_u",
"type": "continuous",
"bounds": {
"min": 0.2,
"max": 0.95
},
"baseline": 0.4,
"units": "unitless",
"enabled": true,
"description": "U-joint ratio for inner lateral support (replaces lateral_inner_pivot)",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_u",
"expression_name": "lateral_outer_u",
"type": "continuous",
"bounds": {
"min": 0.2,
"max": 0.95
},
"baseline": 0.4,
"units": "unitless",
"enabled": true,
"description": "U-joint ratio for outer lateral support (replaces lateral_outer_pivot)",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.42,
"units": "mm",
"enabled": true,
"description": "Middle pivot position on lateral support",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 35.0
},
"baseline": 31.96,
"units": "degrees",
"enabled": true,
"description": "Inner lateral support angle",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 8.0,
"max": 17.0
},
"baseline": 9.08,
"units": "degrees",
"enabled": true,
"description": "Outer lateral support angle",
"canvas_position": {
"x": 50,
"y": 420
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 135.75,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "wfe_40_20",
"metric": "filtered_rms_nm"
},
{
"name": "wfe_60_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_40_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg (annular)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "wfe_60_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered, annular)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint (still enforced even though mass not optimized)",
"type": "hard",
"operator": "<=",
"threshold": 120.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

461
studies/M1_Mirror/m1_mirror_surrogate_turbo/atomizer_spec.json Normal file
View File

@@ -0,0 +1,461 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.035839Z",
"modified": "2026-01-17T15:35:12.035839Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_surrogate_turbo",
"description": "GNN surrogate turbo optimization trained on ~1000 FEA trials from V6-V9 (re-extracted) + V11-V12. Iterative refinement with 5 FEA validations per turbo cycle.",
"tags": [
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": true,
"description": "Inner whiffle tree contact radius",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": true,
"description": "Outer whiffle arm length",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": true,
"description": "Whiffle triangle geometry",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.4158,
"units": "degrees",
"enabled": true,
"description": "Back face taper angle (affects mass)",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 29.9005,
"units": "degrees",
"enabled": true,
"description": "Angle of inner lateral support constraint",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 11.759,
"units": "degrees",
"enabled": true,
"description": "Angle of outer lateral support constraint",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.1336,
"units": "degrees",
"enabled": true,
"description": "Pivot position for outer lateral",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 6.5186,
"units": "degrees",
"enabled": true,
"description": "Pivot position for inner lateral",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.3907,
"units": "degrees",
"enabled": true,
"description": "Pivot position for middle lateral",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 8.685,
"units": "degrees",
"enabled": true,
"description": "Closeness factor for lateral supports",
"canvas_position": {
"x": 50,
"y": 820
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

462
studies/M1_Mirror/m1_mirror_turbo_V1/atomizer_spec.json Normal file
View File

@@ -0,0 +1,462 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.036882Z",
"modified": "2026-01-17T15:35:12.036882Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_turbo_v1",
"description": "Self-improving turbo optimization: MLP surrogate explores design space, top candidates validated by FEA, surrogate retrains on new FEA data. Dashboard shows only FEA-validated iterations.",
"tags": [
"Surrogate",
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 61.9189,
"units": "mm",
"enabled": true,
"description": "Inner whiffle tree contact radius",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 81.7479,
"units": "mm",
"enabled": true,
"description": "Outer whiffle arm length",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 65.5418,
"units": "mm",
"enabled": true,
"description": "Whiffle triangle geometry",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.4158,
"units": "degrees",
"enabled": true,
"description": "Back face taper angle (affects mass)",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 29.9005,
"units": "degrees",
"enabled": true,
"description": "Angle of inner lateral support constraint",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 11.759,
"units": "degrees",
"enabled": true,
"description": "Angle of outer lateral support constraint",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.1336,
"units": "degrees",
"enabled": true,
"description": "Pivot position for outer lateral",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 6.5186,
"units": "degrees",
"enabled": true,
"description": "Pivot position for inner lateral",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.3907,
"units": "degrees",
"enabled": true,
"description": "Pivot position for middle lateral",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 8.685,
"units": "degrees",
"enabled": true,
"description": "Closeness factor for lateral supports",
"canvas_position": {
"x": 50,
"y": 820
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

462
studies/M1_Mirror/m1_mirror_turbo_V2/atomizer_spec.json Normal file
View File

@@ -0,0 +1,462 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.037953Z",
"modified": "2026-01-17T15:35:12.037953Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_turbo_v2",
"description": "Turbo V2: Higher weight on 40-20 WFE (6.0 vs 5.0), mass objective disabled (weight 0). Uses pre-trained surrogate from V1 (45 FEA samples).",
"tags": [
"Surrogate",
"mirror",
"zernike",
"opd"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\DesigncenterNX2512",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 72.0
},
"baseline": 58.8,
"units": "mm",
"enabled": true,
"description": "Inner whiffle tree contact radius (V1 best value)",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 70.0,
"max": 85.0
},
"baseline": 82.8,
"units": "mm",
"enabled": true,
"description": "Outer whiffle arm length (V1 best value)",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 65.0,
"max": 120.0
},
"baseline": 66.1,
"units": "mm",
"enabled": true,
"description": "Whiffle triangle geometry (V1 best value)",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 4.2,
"max": 4.5
},
"baseline": 4.41,
"units": "degrees",
"enabled": true,
"description": "Back face taper angle (V1 best value)",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 30.0
},
"baseline": 30.0,
"units": "degrees",
"enabled": true,
"description": "Angle of inner lateral support constraint (V1 best value)",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 11.0,
"max": 17.0
},
"baseline": 11.7,
"units": "degrees",
"enabled": true,
"description": "Angle of outer lateral support constraint (V1 best value)",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 11.7,
"units": "degrees",
"enabled": true,
"description": "Pivot position for outer lateral (V1 best value)",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 5.0,
"max": 12.0
},
"baseline": 7.7,
"units": "degrees",
"enabled": true,
"description": "Pivot position for inner lateral (V1 best value)",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 15.0,
"max": 27.0
},
"baseline": 22.5,
"units": "degrees",
"enabled": true,
"description": "Pivot position for middle lateral (V1 best value)",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 7.0,
"max": 12.0
},
"baseline": 9.1,
"units": "degrees",
"enabled": true,
"description": "Closeness factor for lateral supports (V1 best value)",
"canvas_position": {
"x": 50,
"y": 820
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
},
{
"name": "mass_kg",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 6.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference (ZernikeOPD)",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Manufacturing deformation at 90 deg polishing (J1-J3 filtered RMS, ZernikeOPD)",
"direction": "minimize",
"weight": 3.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
},
{
"id": "obj_004",
"name": "Total mass of M1_Blank part",
"direction": "minimize",
"weight": 0.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass_kg"
},
"target": null,
"units": "kg",
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum blank mass constraint: must be <= 105 kg",
"type": "hard",
"operator": "<=",
"threshold": 105.0,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "CMA-ES",
"config": {
"sigma0": 0.3
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "obj_004"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "obj_004",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

435
studies/M1_Mirror/m1_mirror_zernike_optimization/atomizer_spec.json Normal file
View File

@@ -0,0 +1,435 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.038964Z",
"modified": "2026-01-17T15:35:12.038964Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "m1_mirror_zernike_optimization",
"description": "Telescope primary mirror support structure optimization using Zernike wavefront error metrics with neural acceleration",
"tags": [
"mirror",
"zernike"
]
},
"model": {
"sim": {
"path": "ASSY_M1_assyfem1_sim1.sim",
"solver": "nastran"
},
"nx_settings": {
"nx_install_path": "C:\\Program Files\\Siemens\\NX2506",
"simulation_timeout_s": 600
}
},
"design_variables": [
{
"id": "dv_001",
"name": "lateral_inner_angle",
"expression_name": "lateral_inner_angle",
"type": "continuous",
"bounds": {
"min": 25.0,
"max": 28.5
},
"baseline": 26.79,
"units": "degrees",
"enabled": false,
"description": "Lateral support inner angle",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "lateral_outer_angle",
"expression_name": "lateral_outer_angle",
"type": "continuous",
"bounds": {
"min": 13.0,
"max": 17.0
},
"baseline": 14.64,
"units": "degrees",
"enabled": false,
"description": "Lateral support outer angle",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "lateral_outer_pivot",
"expression_name": "lateral_outer_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.4,
"units": "mm",
"enabled": false,
"description": "Lateral outer pivot position",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "lateral_inner_pivot",
"expression_name": "lateral_inner_pivot",
"type": "continuous",
"bounds": {
"min": 9.0,
"max": 12.0
},
"baseline": 10.07,
"units": "mm",
"enabled": false,
"description": "Lateral inner pivot position",
"canvas_position": {
"x": 50,
"y": 340
}
},
{
"id": "dv_005",
"name": "lateral_middle_pivot",
"expression_name": "lateral_middle_pivot",
"type": "continuous",
"bounds": {
"min": 18.0,
"max": 23.0
},
"baseline": 20.73,
"units": "mm",
"enabled": false,
"description": "Lateral middle pivot position",
"canvas_position": {
"x": 50,
"y": 420
}
},
{
"id": "dv_006",
"name": "lateral_closeness",
"expression_name": "lateral_closeness",
"type": "continuous",
"bounds": {
"min": 9.5,
"max": 12.5
},
"baseline": 11.02,
"units": "mm",
"enabled": false,
"description": "Lateral support closeness parameter",
"canvas_position": {
"x": 50,
"y": 500
}
},
{
"id": "dv_007",
"name": "whiffle_min",
"expression_name": "whiffle_min",
"type": "continuous",
"bounds": {
"min": 35.0,
"max": 55.0
},
"baseline": 40.55,
"units": "mm",
"enabled": true,
"description": "Whiffle tree minimum parameter",
"canvas_position": {
"x": 50,
"y": 580
}
},
{
"id": "dv_008",
"name": "whiffle_outer_to_vertical",
"expression_name": "whiffle_outer_to_vertical",
"type": "continuous",
"bounds": {
"min": 68.0,
"max": 80.0
},
"baseline": 75.67,
"units": "degrees",
"enabled": true,
"description": "Whiffle tree outer to vertical angle",
"canvas_position": {
"x": 50,
"y": 660
}
},
{
"id": "dv_009",
"name": "whiffle_triangle_closeness",
"expression_name": "whiffle_triangle_closeness",
"type": "continuous",
"bounds": {
"min": 50.0,
"max": 65.0
},
"baseline": 60.0,
"units": "mm",
"enabled": false,
"description": "Whiffle tree triangle closeness",
"canvas_position": {
"x": 50,
"y": 740
}
},
{
"id": "dv_010",
"name": "blank_backface_angle",
"expression_name": "blank_backface_angle",
"type": "continuous",
"bounds": {
"min": 3.5,
"max": 5.0
},
"baseline": 4.23,
"units": "degrees",
"enabled": false,
"description": "Mirror blank backface angle",
"canvas_position": {
"x": 50,
"y": 820
}
},
{
"id": "dv_011",
"name": "inner_circular_rib_dia",
"expression_name": "inner_circular_rib_dia",
"type": "continuous",
"bounds": {
"min": 480.0,
"max": 620.0
},
"baseline": 534.0,
"units": "mm",
"enabled": true,
"description": "Inner circular rib diameter",
"canvas_position": {
"x": 50,
"y": 900
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Zernike WFE Extractor",
"type": "zernike_opd",
"builtin": true,
"config": {
"inner_radius_mm": 0,
"outer_radius_mm": 500.0,
"n_modes": 50,
"filter_low_orders": 4,
"displacement_unit": "mm",
"reference_subcase": 2
},
"outputs": [
{
"name": "rel_filtered_rms_40_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "rel_filtered_rms_60_vs_20",
"metric": "filtered_rms_nm"
},
{
"name": "mfg_90_optician_workload",
"metric": "filtered_rms_nm"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Filtered RMS WFE at 40 deg relative to 20 deg reference",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"target": 4.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Filtered RMS WFE at 60 deg relative to 20 deg reference",
"direction": "minimize",
"weight": 5.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_60_vs_20"
},
"target": 10.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Optician workload at 90 deg polishing orientation (filtered RMS with J1-J3)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mfg_90_optician_workload"
},
"target": 20.0,
"units": "nm",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum von Mises stress in mirror assembly",
"type": "hard",
"operator": "<=",
"threshold": 10.0,
"source": {
"extractor_id": "ext_001",
"output_name": "rel_filtered_rms_40_vs_20"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 15,
"seed": 42
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "dv_005",
"target": "model"
},
{
"source": "dv_006",
"target": "model"
},
{
"source": "dv_007",
"target": "model"
},
{
"source": "dv_008",
"target": "model"
},
{
"source": "dv_009",
"target": "model"
},
{
"source": "dv_010",
"target": "model"
},
{
"source": "dv_011",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

213
studies/Simple_Bracket/bracket_pareto_3obj/atomizer_spec.json Normal file
View File

@@ -0,0 +1,213 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.039975Z",
"modified": "2026-01-17T15:35:12.039975Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "bracket_pareto_3obj",
"description": "Three-objective Pareto optimization: minimize mass, minimize stress, maximize stiffness",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Bracket_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "support_angle",
"type": "continuous",
"bounds": {
"min": 20,
"max": 70
},
"baseline": null,
"units": "degrees",
"enabled": true,
"description": "Angle of support arm relative to base",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "tip_thickness",
"type": "continuous",
"bounds": {
"min": 30,
"max": 60
},
"baseline": null,
"units": "mm",
"enabled": true,
"description": "Thickness at bracket tip where load is applied",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Total bracket mass (kg)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Maximum von Mises stress (MPa)",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stress"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
},
{
"id": "obj_003",
"name": "Structural stiffness = Force/Displacement (N/mm)",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stiffness"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 300
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Keep stress below 300 MPa for safety margin",
"type": "hard",
"operator": "<",
"threshold": 300,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "obj_003"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "obj_003",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

225
studies/Simple_Bracket/bracket_stiffness_optimization/atomizer_spec.json Normal file
View File

@@ -0,0 +1,225 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.041483Z",
"modified": "2026-01-17T15:35:12.041483Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "bracket_stiffness_optimization",
"description": "Maximize bracket stiffness while minimizing mass (constraint: mass ≤ 0.2 kg)",
"tags": []
},
"model": {
"sim": {
"path": "1_setup/model/Bracket_sim1.sim",
"solver": "NX_Nastran",
"solution_type": "SOL101"
},
"nx_part": {
"path": "1_setup/model/Bracket.prt"
},
"fem": {
"path": "1_setup/model/Bracket_fem1.fem"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "support_angle",
"expression_name": "support_angle",
"type": "continuous",
"bounds": {
"min": 20.0,
"max": 70.0
},
"baseline": 60.0,
"units": "degrees",
"enabled": true,
"description": "Angle of support arm relative to base",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "tip_thickness",
"expression_name": "tip_thickness",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 60.0
},
"baseline": 30.0,
"units": "mm",
"enabled": true,
"description": "Thickness of bracket tip where load is applied",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "BracketStiffnessExtractor Extractor",
"type": "displacement",
"builtin": true,
"config": {
"result_type": "z",
"metric": "max_abs"
},
"outputs": [
{
"name": "stiffness",
"metric": "max_abs"
},
{
"name": "mass",
"metric": "max_abs"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Structural stiffness (N/mm) calculated as Force/Displacement",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stiffness"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Total mass (kg) - secondary objective with hard constraint",
"direction": "minimize",
"weight": 0.1,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum allowable mass: 200 grams",
"type": "hard",
"operator": "<",
"threshold": 0.2,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "NSGA-II",
"config": {
"population_size": 50,
"seed": 42
}
},
"budget": {
"max_trials": 50
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

225
studies/Simple_Bracket/bracket_stiffness_optimization_V2/atomizer_spec.json Normal file
View File

@@ -0,0 +1,225 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.043512Z",
"modified": "2026-01-17T15:35:12.043512Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "bracket_stiffness_optimization_v2",
"description": "Maximize bracket stiffness while minimizing mass (constraint: mass ≤ 0.2 kg)",
"tags": []
},
"model": {
"sim": {
"path": "1_setup/model/Bracket_sim1.sim",
"solver": "NX_Nastran",
"solution_type": "SOL101"
},
"nx_part": {
"path": "1_setup/model/Bracket.prt"
},
"fem": {
"path": "1_setup/model/Bracket_fem1.fem"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "support_angle",
"expression_name": "support_angle",
"type": "continuous",
"bounds": {
"min": 20.0,
"max": 70.0
},
"baseline": 60.0,
"units": "degrees",
"enabled": true,
"description": "Angle of support arm relative to base",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "tip_thickness",
"expression_name": "tip_thickness",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 60.0
},
"baseline": 30.0,
"units": "mm",
"enabled": true,
"description": "Thickness of bracket tip where load is applied",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "BracketStiffnessExtractor Extractor",
"type": "displacement",
"builtin": true,
"config": {
"result_type": "z",
"metric": "max_abs"
},
"outputs": [
{
"name": "stiffness",
"metric": "max_abs"
},
{
"name": "mass",
"metric": "max_abs"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Structural stiffness (N/mm) calculated as Force/Displacement",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stiffness"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Total mass (kg) - secondary objective with hard constraint",
"direction": "minimize",
"weight": 0.1,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum allowable mass: 200 grams",
"type": "hard",
"operator": "<",
"threshold": 0.2,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "NSGA-II",
"config": {
"population_size": 50,
"seed": 42
}
},
"budget": {
"max_trials": 50
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

225
studies/Simple_Bracket/bracket_stiffness_optimization_V3/atomizer_spec.json Normal file
View File

@@ -0,0 +1,225 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.044509Z",
"modified": "2026-01-17T15:35:12.044509Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "bracket_stiffness_optimization_v3",
"description": "Maximize bracket stiffness while minimizing mass (constraint: mass ≤ 0.2 kg)",
"tags": []
},
"model": {
"sim": {
"path": "1_setup/model/Bracket_sim1.sim",
"solver": "NX_Nastran",
"solution_type": "SOL101"
},
"nx_part": {
"path": "1_setup/model/Bracket.prt"
},
"fem": {
"path": "1_setup/model/Bracket_fem1.fem"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "support_angle",
"expression_name": "support_angle",
"type": "continuous",
"bounds": {
"min": 20.0,
"max": 70.0
},
"baseline": 60.0,
"units": "degrees",
"enabled": true,
"description": "Angle of support arm relative to base",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "tip_thickness",
"expression_name": "tip_thickness",
"type": "continuous",
"bounds": {
"min": 30.0,
"max": 60.0
},
"baseline": 30.0,
"units": "mm",
"enabled": true,
"description": "Thickness of bracket tip where load is applied",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "BracketStiffnessExtractor Extractor",
"type": "displacement",
"builtin": true,
"config": {
"result_type": "z",
"metric": "max_abs"
},
"outputs": [
{
"name": "stiffness",
"metric": "max_abs"
},
{
"name": "mass",
"metric": "max_abs"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Structural stiffness (N/mm) calculated as Force/Displacement",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stiffness"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Total mass (kg) - secondary objective with hard constraint",
"direction": "minimize",
"weight": 0.1,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum allowable mass: 200 grams",
"type": "hard",
"operator": "<",
"threshold": 0.2,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "NSGA-II",
"config": {
"population_size": 50,
"seed": 42
}
},
"budget": {
"max_trials": 50
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

209
studies/Simple_Bracket/bracket_stiffness_optimization_atomizerfield/atomizer_spec.json Normal file
View File

@@ -0,0 +1,209 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.042505Z",
"modified": "2026-01-17T15:35:12.042505Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "bracket_stiffness_optimization_atomizerfield",
"description": "Bracket Stiffness Optimization with AtomizerField Neural Acceleration - Multi-objective optimization of bracket geometry for maximum stiffness and minimum mass",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Bracket_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "support_angle",
"type": "continuous",
"bounds": {
"min": 20,
"max": 70
},
"baseline": null,
"units": "degrees",
"enabled": true,
"description": "Angle of the support arm (degrees)",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "tip_thickness",
"type": "continuous",
"bounds": {
"min": 30,
"max": 60
},
"baseline": null,
"units": "mm",
"enabled": true,
"description": "Thickness at the bracket tip (mm)",
"canvas_position": {
"x": 50,
"y": 180
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Displacement Extractor",
"type": "displacement",
"builtin": true,
"outputs": [
{
"name": "stiffness",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
},
{
"id": "ext_002",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass_kg",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 250
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Structural stiffness (inverse of max displacement)",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "stiffness"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "Total bracket mass (kg)",
"direction": "minimize",
"weight": 0.1,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": null,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum mass constraint (kg)",
"type": "hard",
"operator": "<",
"threshold": 0.2,
"source": {
"extractor_id": "ext_002",
"output_name": "mass_kg"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 100
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "solver",
"target": "ext_002"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_002",
"target": "con_001"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

287
studies/UAV_Arm/uav_arm_atomizerfield_test/atomizer_spec.json Normal file
View File

@@ -0,0 +1,287 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.045018Z",
"modified": "2026-01-17T15:35:12.045018Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "uav_arm_atomizerfield_test",
"description": "UAV Camera Support Arm - AtomizerField Neural Surrogate Integration Test",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Beam_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "beam_half_core_thickness",
"type": "continuous",
"bounds": {
"min": 5,
"max": 10
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Half thickness of beam core (mm) - affects weight and stiffness",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "beam_face_thickness",
"type": "continuous",
"bounds": {
"min": 1,
"max": 3
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Thickness of beam face sheets (mm) - bending resistance",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "param_3",
"expression_name": "holes_diameter",
"type": "continuous",
"bounds": {
"min": 10,
"max": 50
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Diameter of lightening holes (mm) - weight reduction",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "param_4",
"expression_name": "hole_count",
"type": "continuous",
"bounds": {
"min": 8,
"max": 14
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Number of lightening holes - balance weight vs strength",
"canvas_position": {
"x": 50,
"y": 340
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Total mass (grams) - minimize for longer flight time",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": 4000,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "First natural frequency (Hz) - avoid rotor resonance",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "fundamental_frequency"
},
"target": 150,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum tip displacement under 850g camera load < 1.5mm for image stabilization",
"type": "hard",
"operator": "<",
"threshold": 1.5,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
},
{
"id": "con_002",
"name": "Maximum von Mises stress < 120 MPa (Al 6061-T6, SF=2.3)",
"type": "hard",
"operator": "<",
"threshold": 120,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 500
}
},
{
"id": "con_003",
"name": "Natural frequency > 150 Hz to avoid rotor frequencies (80-120 Hz safety margin)",
"type": "hard",
"operator": ">",
"threshold": 150,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 600
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 200
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "ext_001",
"target": "con_002"
},
{
"source": "ext_001",
"target": "con_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
},
{
"source": "con_002",
"target": "optimization"
},
{
"source": "con_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

287
studies/UAV_Arm/uav_arm_optimization/atomizer_spec.json Normal file
View File

@@ -0,0 +1,287 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.046025Z",
"modified": "2026-01-17T15:35:12.046025Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "uav_arm_optimization",
"description": "UAV Camera Support Arm - Multi-Objective Lightweight Design",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Beam_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "beam_half_core_thickness",
"type": "continuous",
"bounds": {
"min": 5,
"max": 10
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Half thickness of beam core (mm) - affects weight and stiffness",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "beam_face_thickness",
"type": "continuous",
"bounds": {
"min": 1,
"max": 3
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Thickness of beam face sheets (mm) - bending resistance",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "param_3",
"expression_name": "holes_diameter",
"type": "continuous",
"bounds": {
"min": 10,
"max": 50
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Diameter of lightening holes (mm) - weight reduction",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "param_4",
"expression_name": "hole_count",
"type": "continuous",
"bounds": {
"min": 8,
"max": 14
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Number of lightening holes - balance weight vs strength",
"canvas_position": {
"x": 50,
"y": 340
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Total mass (grams) - minimize for longer flight time",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": 4000,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "First natural frequency (Hz) - avoid rotor resonance",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "fundamental_frequency"
},
"target": 150,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum tip displacement under 850g camera load < 1.5mm for image stabilization",
"type": "hard",
"operator": "<",
"threshold": 1.5,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
},
{
"id": "con_002",
"name": "Maximum von Mises stress < 120 MPa (Al 6061-T6, SF=2.3)",
"type": "hard",
"operator": "<",
"threshold": 120,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 500
}
},
{
"id": "con_003",
"name": "Natural frequency > 150 Hz to avoid rotor frequencies (80-120 Hz safety margin)",
"type": "hard",
"operator": ">",
"threshold": 150,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 600
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 30
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "ext_001",
"target": "con_002"
},
{
"source": "ext_001",
"target": "con_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
},
{
"source": "con_002",
"target": "optimization"
},
{
"source": "con_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

287
studies/UAV_Arm/uav_arm_optimization_V2/atomizer_spec.json Normal file
View File

@@ -0,0 +1,287 @@
{
"meta": {
"version": "2.0",
"created": "2026-01-17T15:35:12.047031Z",
"modified": "2026-01-17T15:35:12.047031Z",
"created_by": "migration",
"modified_by": "migration",
"study_name": "uav_arm_optimization_v2",
"description": "UAV Camera Support Arm V2 - Testing Solution Monitor Control",
"tags": []
},
"model": {
"sim": {
"path": "1_setup\\model\\Beam_sim1.sim",
"solver": "nastran"
}
},
"design_variables": [
{
"id": "dv_001",
"name": "param_1",
"expression_name": "beam_half_core_thickness",
"type": "continuous",
"bounds": {
"min": 5,
"max": 10
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Half thickness of beam core (mm) - affects weight and stiffness",
"canvas_position": {
"x": 50,
"y": 100
}
},
{
"id": "dv_002",
"name": "param_2",
"expression_name": "beam_face_thickness",
"type": "continuous",
"bounds": {
"min": 1,
"max": 3
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Thickness of beam face sheets (mm) - bending resistance",
"canvas_position": {
"x": 50,
"y": 180
}
},
{
"id": "dv_003",
"name": "param_3",
"expression_name": "holes_diameter",
"type": "continuous",
"bounds": {
"min": 10,
"max": 50
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Diameter of lightening holes (mm) - weight reduction",
"canvas_position": {
"x": 50,
"y": 260
}
},
{
"id": "dv_004",
"name": "param_4",
"expression_name": "hole_count",
"type": "continuous",
"bounds": {
"min": 8,
"max": 14
},
"baseline": null,
"units": "",
"enabled": true,
"description": "Number of lightening holes - balance weight vs strength",
"canvas_position": {
"x": 50,
"y": 340
}
}
],
"extractors": [
{
"id": "ext_001",
"name": "Mass Extractor",
"type": "mass",
"builtin": true,
"outputs": [
{
"name": "mass",
"metric": "total"
}
],
"canvas_position": {
"x": 740,
"y": 100
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "Total mass (grams) - minimize for longer flight time",
"direction": "minimize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"target": 4000,
"units": "",
"canvas_position": {
"x": 1020,
"y": 100
}
},
{
"id": "obj_002",
"name": "First natural frequency (Hz) - avoid rotor resonance",
"direction": "maximize",
"weight": 1.0,
"source": {
"extractor_id": "ext_001",
"output_name": "fundamental_frequency"
},
"target": 150,
"units": "",
"canvas_position": {
"x": 1020,
"y": 200
}
}
],
"constraints": [
{
"id": "con_001",
"name": "Maximum tip displacement under 850g camera load < 1.5mm for image stabilization",
"type": "hard",
"operator": "<",
"threshold": 1.5,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 400
}
},
{
"id": "con_002",
"name": "Maximum von Mises stress < 120 MPa (Al 6061-T6, SF=2.3)",
"type": "hard",
"operator": "<",
"threshold": 120,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 500
}
},
{
"id": "con_003",
"name": "Natural frequency > 150 Hz to avoid rotor frequencies (80-120 Hz safety margin)",
"type": "hard",
"operator": ">",
"threshold": 150,
"source": {
"extractor_id": "ext_001",
"output_name": "mass"
},
"penalty_config": {
"method": "quadratic",
"weight": 1000.0
},
"canvas_position": {
"x": 1020,
"y": 600
}
}
],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10
}
},
"budget": {
"max_trials": 10
},
"canvas_position": {
"x": 1300,
"y": 150
}
},
"canvas": {
"edges": [
{
"source": "dv_001",
"target": "model"
},
{
"source": "dv_002",
"target": "model"
},
{
"source": "dv_003",
"target": "model"
},
{
"source": "dv_004",
"target": "model"
},
{
"source": "model",
"target": "solver"
},
{
"source": "solver",
"target": "ext_001"
},
{
"source": "ext_001",
"target": "obj_001"
},
{
"source": "ext_001",
"target": "obj_002"
},
{
"source": "ext_001",
"target": "con_001"
},
{
"source": "ext_001",
"target": "con_002"
},
{
"source": "ext_001",
"target": "con_003"
},
{
"source": "obj_001",
"target": "optimization"
},
{
"source": "obj_002",
"target": "optimization"
},
{
"source": "con_001",
"target": "optimization"
},
{
"source": "con_002",
"target": "optimization"
},
{
"source": "con_003",
"target": "optimization"
}
],
"layout_version": "2.0"
}
}

83
studies/support_mass_v1/atomizer_spec.json Normal file
View File

@@ -0,0 +1,83 @@
{
"meta": {
"version": "2.0",
"study_name": "support_mass_v1",
"description": "Minimize mass of structural support",
"created_by": "claude",
"created_at": "2026-01-18",
"modified_by": "claude",
"modified_at": "2026-01-18"
},
"model": {
"sim": {
"path": "",
"solver": "nastran",
"description": "Structural support model - to be configured in Canvas"
}
},
"design_variables": [],
"extractors": [
{
"id": "ext_001",
"name": "mass",
"type": "mass_bdf",
"description": "Total structural mass from BDF",
"config": {
"unit": "kg"
},
"enabled": true,
"canvas_position": {
"x": 400,
"y": 200
}
}
],
"objectives": [
{
"id": "obj_001",
"name": "minimize_mass",
"direction": "minimize",
"weight": 1.0,
"extractor_id": "ext_001",
"enabled": true,
"canvas_position": {
"x": 600,
"y": 200
}
}
],
"constraints": [],
"optimization": {
"algorithm": {
"type": "TPE",
"config": {
"n_startup_trials": 10,
"multivariate": true
}
},
"budget": {
"max_trials": 100,
"timeout_hours": null
},
"convergence": {
"enable_early_stopping": true,
"patience": 15,
"min_improvement": 0.001
}
},
"canvas": {
"edges": [
{
"id": "edge_001",
"source": "model",
"target": "ext_001"
},
{
"id": "edge_002",
"source": "ext_001",
"target": "obj_001"
}
],
"layout_version": "2.0"
}
}