Phase 1 - Session Bootstrap: - Add .claude/ATOMIZER_CONTEXT.md as single entry point for new sessions - Add study state detection and task routing Phase 2 - Code Deduplication: - Add optimization_engine/base_runner.py (ConfigDrivenRunner) - Add optimization_engine/generic_surrogate.py (ConfigDrivenSurrogate) - Add optimization_engine/study_state.py for study detection - Add optimization_engine/templates/ with registry and templates - Studies now require ~50 lines instead of ~300 Phase 3 - Skill Consolidation: - Add YAML frontmatter metadata to all skills (versioning, dependencies) - Consolidate create-study.md into core/study-creation-core.md - Update 00_BOOTSTRAP.md, 01_CHEATSHEET.md, 02_CONTEXT_LOADER.md Phase 4 - Self-Expanding Knowledge: - Add optimization_engine/auto_doc.py for auto-generating documentation - Generate docs/generated/EXTRACTORS.md (27 extractors documented) - Generate docs/generated/TEMPLATES.md (6 templates) - Generate docs/generated/EXTRACTOR_CHEATSHEET.md Phase 5 - Subagent Implementation: - Add .claude/commands/study-builder.md (create studies) - Add .claude/commands/nx-expert.md (NX Open API) - Add .claude/commands/protocol-auditor.md (config validation) - Add .claude/commands/results-analyzer.md (results analysis) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
206 lines
8.4 KiB
JSON
206 lines
8.4 KiB
JSON
{
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"version": "1.0",
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"last_updated": "2025-12-07",
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"templates": [
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{
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"id": "multi_objective_structural",
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"name": "Multi-Objective Structural",
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"description": "NSGA-II optimization for structural analysis with mass, stress, and stiffness objectives",
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"category": "structural",
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"objectives": [
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{"name": "mass", "direction": "minimize", "extractor": "E4"},
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{"name": "stress", "direction": "minimize", "extractor": "E3"},
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{"name": "stiffness", "direction": "maximize", "extractor": "E1"}
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],
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"extractors": ["E1", "E3", "E4"],
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"solver": "SOL 101",
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"element_types": ["CTETRA", "CHEXA", "CQUAD4"],
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"sampler": "NSGAIISampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 20,
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"full": 50,
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"comprehensive": 100
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},
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"turbo_suitable": true,
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"example_study": "bracket_pareto_3obj",
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"wizard_questions": [
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{"key": "element_type", "question": "What element type does your mesh use?", "options": ["CTETRA (solid)", "CHEXA (solid)", "CQUAD4 (shell)"]},
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{"key": "stress_limit", "question": "What is the allowable stress limit (MPa)?", "default": 200},
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{"key": "displacement_limit", "question": "What is the max allowable displacement (mm)?", "default": 10}
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]
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},
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{
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"id": "frequency_optimization",
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"name": "Frequency Optimization",
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"description": "Maximize natural frequency while minimizing mass for vibration-sensitive structures",
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"category": "dynamics",
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"objectives": [
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{"name": "frequency", "direction": "maximize", "extractor": "E2"},
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{"name": "mass", "direction": "minimize", "extractor": "E4"}
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],
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"extractors": ["E2", "E4"],
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"solver": "SOL 103",
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"element_types": ["CTETRA", "CHEXA", "CQUAD4", "CBAR"],
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"sampler": "NSGAIISampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 20,
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"full": 50
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},
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"turbo_suitable": true,
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"example_study": "uav_arm_optimization",
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"wizard_questions": [
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{"key": "target_mode", "question": "Which vibration mode to optimize?", "default": 1},
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{"key": "min_frequency", "question": "Minimum acceptable frequency (Hz)?", "default": 50}
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]
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},
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{
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"id": "single_objective_mass",
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"name": "Mass Minimization",
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"description": "Minimize mass subject to stress and displacement constraints",
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"category": "structural",
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"objectives": [
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{"name": "mass", "direction": "minimize", "extractor": "E4"}
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],
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"extractors": ["E1", "E3", "E4"],
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"solver": "SOL 101",
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"element_types": ["CTETRA", "CHEXA", "CQUAD4"],
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"sampler": "TPESampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 30,
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"full": 100
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},
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"turbo_suitable": true,
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"example_study": "bracket_stiffness_optimization_V3",
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"wizard_questions": [
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{"key": "stress_constraint", "question": "Max stress constraint (MPa)?", "default": 200},
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{"key": "displacement_constraint", "question": "Max displacement constraint (mm)?", "default": 5}
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]
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},
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{
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"id": "mirror_wavefront",
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"name": "Mirror Wavefront Optimization",
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"description": "Minimize Zernike wavefront error for optical mirror deformation",
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"category": "optics",
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"objectives": [
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{"name": "zernike_rms", "direction": "minimize", "extractor": "E8"}
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],
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"extractors": ["E8", "E9", "E10"],
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"solver": "SOL 101",
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"element_types": ["CQUAD4", "CTRIA3"],
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"sampler": "TPESampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 30,
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"full": 100
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},
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"turbo_suitable": false,
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"example_study": "m1_mirror_zernike_optimization",
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"wizard_questions": [
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{"key": "mirror_radius", "question": "Mirror radius (mm)?", "required": true},
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{"key": "zernike_modes", "question": "Number of Zernike modes?", "default": 36},
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{"key": "target_wfe", "question": "Target WFE RMS (nm)?", "default": 50}
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]
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},
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{
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"id": "thermal_structural",
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"name": "Thermal-Structural Coupled",
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"description": "Optimize for thermal and structural performance",
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"category": "multiphysics",
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"objectives": [
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{"name": "max_temperature", "direction": "minimize", "extractor": "E15"},
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{"name": "thermal_stress", "direction": "minimize", "extractor": "E3"}
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],
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"extractors": ["E3", "E15", "E16"],
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"solver": "SOL 153/400",
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"element_types": ["CTETRA", "CHEXA"],
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"sampler": "NSGAIISampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 20,
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"full": 50
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},
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"turbo_suitable": false,
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"example_study": null,
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"wizard_questions": [
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{"key": "max_temp_limit", "question": "Maximum allowable temperature (°C)?", "default": 100},
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{"key": "stress_limit", "question": "Maximum allowable thermal stress (MPa)?", "default": 150}
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]
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},
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{
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"id": "shell_structural",
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"name": "Shell Structure Optimization",
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"description": "Optimize shell structures (CQUAD4/CTRIA3) for mass and stress",
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"category": "structural",
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"objectives": [
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{"name": "mass", "direction": "minimize", "extractor": "E4"},
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{"name": "stress", "direction": "minimize", "extractor": "E3"}
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],
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"extractors": ["E1", "E3", "E4"],
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"solver": "SOL 101",
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"element_types": ["CQUAD4", "CTRIA3"],
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"sampler": "NSGAIISampler",
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"recommended_trials": {
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"discovery": 1,
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"validation": 3,
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"quick": 20,
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"full": 50
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},
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"turbo_suitable": true,
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"example_study": "beam_pareto_4var",
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"notes": "Remember to specify element_type='cquad4' in stress extractor",
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"wizard_questions": [
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{"key": "stress_limit", "question": "Max stress constraint (MPa)?", "default": 200}
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]
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}
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],
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"extractors": {
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"E1": {"name": "Displacement", "function": "extract_displacement", "units": "mm", "phase": 1},
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"E2": {"name": "Frequency", "function": "extract_frequency", "units": "Hz", "phase": 1},
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"E3": {"name": "Von Mises Stress", "function": "extract_solid_stress", "units": "MPa", "phase": 1, "notes": "Specify element_type for shell elements"},
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"E4": {"name": "BDF Mass", "function": "extract_mass_from_bdf", "units": "kg", "phase": 1},
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"E5": {"name": "CAD Mass", "function": "extract_mass_from_expression", "units": "kg", "phase": 1},
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"E6": {"name": "Stiffness (from disp)", "function": "calculate_stiffness", "units": "N/mm", "phase": 1},
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"E7": {"name": "Compliance", "function": "calculate_compliance", "units": "mm/N", "phase": 1},
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"E8": {"name": "Zernike WFE RMS", "function": "extract_zernike_wfe_rms", "units": "nm", "phase": 1},
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"E9": {"name": "Zernike Coefficients", "function": "extract_zernike_coefficients", "units": "nm", "phase": 1},
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"E10": {"name": "Zernike RMS per Mode", "function": "extract_zernike_rms_per_mode", "units": "nm", "phase": 1},
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"E12": {"name": "Principal Stress", "function": "extract_principal_stress", "units": "MPa", "phase": 2},
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"E13": {"name": "Strain Energy", "function": "extract_strain_energy", "units": "J", "phase": 2},
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"E14": {"name": "SPC Forces", "function": "extract_spc_forces", "units": "N", "phase": 2},
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"E15": {"name": "Temperature", "function": "extract_temperature", "units": "°C", "phase": 3},
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"E16": {"name": "Temperature Gradient", "function": "extract_temperature_gradient", "units": "°C/mm", "phase": 3},
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"E17": {"name": "Heat Flux", "function": "extract_heat_flux", "units": "W/mm²", "phase": 3},
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"E18": {"name": "Modal Mass", "function": "extract_modal_mass", "units": "kg", "phase": 3}
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},
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"categories": {
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"structural": {
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"name": "Structural Analysis",
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"description": "Static structural optimization (SOL 101)",
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"icon": "🏗️"
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},
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"dynamics": {
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"name": "Dynamics / Modal",
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"description": "Frequency and modal optimization (SOL 103)",
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"icon": "📳"
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},
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"optics": {
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"name": "Optical Systems",
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"description": "Wavefront error optimization for mirrors/lenses",
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"icon": "🔭"
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},
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"multiphysics": {
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"name": "Multi-Physics",
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"description": "Coupled thermal-structural analysis",
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"icon": "🔥"
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}
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}
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}
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