0e04457539
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>
188 lines
3.3 KiB
Markdown
188 lines
3.3 KiB
Markdown
# Atomizer Study Templates
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*Auto-generated: 2025-12-07 12:53*
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Available templates for quick study creation.
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---
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## Template Reference
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| Template | Objectives | Extractors |
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|----------|------------|------------|
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| `Multi-Objective Structural` | mass, stress, stiffness | E1, E3, E4 |
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| `Frequency Optimization` | frequency, mass | E2, E4 |
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| `Mass Minimization` | mass | E1, E3, E4 |
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| `Mirror Wavefront Optimization` | zernike_rms | E8, E9, E10 |
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| `Thermal-Structural Coupled` | max_temperature, thermal_stress | E3, E15, E16 |
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| `Shell Structure Optimization` | mass, stress | E1, E3, E4 |
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---
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## 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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**Solver**: SOL 101
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**Sampler**: NSGAIISampler
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**Turbo Suitable**: Yes
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**Example Study**: `bracket_pareto_3obj`
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**Objectives**:
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- mass (minimize) - Extractor: E4
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- stress (minimize) - Extractor: E3
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- stiffness (maximize) - Extractor: E1
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**Extractors Used**:
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- E1
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- E3
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- E4
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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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## 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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**Solver**: SOL 103
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**Sampler**: NSGAIISampler
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**Turbo Suitable**: Yes
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**Example Study**: `uav_arm_optimization`
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**Objectives**:
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- frequency (maximize) - Extractor: E2
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- mass (minimize) - Extractor: E4
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**Extractors Used**:
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- E2
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- E4
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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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## 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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**Solver**: SOL 101
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**Sampler**: TPESampler
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**Turbo Suitable**: Yes
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**Example Study**: `bracket_stiffness_optimization_V3`
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**Objectives**:
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- mass (minimize) - Extractor: E4
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**Extractors Used**:
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- E1
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- E3
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- E4
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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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## 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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**Solver**: SOL 101
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**Sampler**: TPESampler
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**Turbo Suitable**: No
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**Example Study**: `m1_mirror_zernike_optimization`
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**Objectives**:
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- zernike_rms (minimize) - Extractor: E8
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**Extractors Used**:
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- E8
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- E9
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- E10
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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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## Thermal-Structural Coupled
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**Description**: Optimize for thermal and structural performance
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**Category**: multiphysics
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**Solver**: SOL 153/400
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**Sampler**: NSGAIISampler
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**Turbo Suitable**: No
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**Example Study**: `None`
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**Objectives**:
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- max_temperature (minimize) - Extractor: E15
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- thermal_stress (minimize) - Extractor: E3
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**Extractors Used**:
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- E3
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- E15
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- E16
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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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## 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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**Solver**: SOL 101
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**Sampler**: NSGAIISampler
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**Turbo Suitable**: Yes
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**Example Study**: `beam_pareto_4var`
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**Objectives**:
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- mass (minimize) - Extractor: E4
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- stress (minimize) - Extractor: E3
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**Extractors Used**:
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- E1
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- E3
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- E4
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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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