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Atomizer/studies/simple_beam_optimization/1_setup/benchmarking/BENCHMARK_REPORT.md
Anto01 fe2ef9be6d feat: Implement Study Organization System (Organization v2.0) 
Reorganized simple_beam_optimization study and created templates for future
studies following best practices for clarity, chronology, and self-documentation.

## Study Reorganization (simple_beam_optimization)

**New Directory Structure**:
```
studies/simple_beam_optimization/
├── 1_setup/                    # Pre-optimization setup
│   ├── model/                  # Reference CAD/FEM model
│   └── benchmarking/           # Baseline validation results
├── 2_substudies/               # Optimization runs (numbered chronologically)
│   ├── 01_initial_exploration/
│   ├── 02_validation_3d_3trials/
│   ├── 03_validation_4d_3trials/
│   └── 04_full_optimization_50trials/
└── 3_reports/                  # Study-level analysis
    └── COMPREHENSIVE_BENCHMARK_RESULTS.md
```

**Key Changes**:
1. **Numbered Substudies**: 01_, 02_, 03_, 04_ indicate chronological order
2. **Reorganized Setup**: model/ and benchmarking/ moved to 1_setup/
3. **Centralized Reports**: Study-level docs moved to 3_reports/
4. **Substudy Documentation**: Each substudy has README.md explaining purpose/results

## Updated Metadata

**study_metadata.json** (v2.0):
- Tracks all 4 substudies with creation date, status, purpose
- Includes result summaries (best objective, feasible count)
- Documents new organization version

**Substudies Documented**:
- 01_initial_exploration - Initial design space exploration
- 02_validation_3d_3trials - Validate 3D parameter updates
- 03_validation_4d_3trials - Validate 4D updates including hole_count
- 04_full_optimization_50trials - Full 50-trial optimization

## Templates for Future Studies

**templates/study_template/** - Complete study structure:
- README.md template with study overview format
- study_metadata.json template with v2.0 schema
- Pre-created 1_setup/, 2_substudies/, 3_reports/ directories

**templates/substudy_README_template.md** - Standardized substudy documentation:
- Purpose and hypothesis
- Configuration changes from previous run
- Expected vs actual results
- Validation checklist
- Lessons learned
- Next steps

**templates/HOW_TO_CREATE_A_STUDY.md** - Complete guide:
- Quick start (9 steps from template to first run)
- Substudy workflow
- Directory structure reference
- Naming conventions
- Best practices
- Troubleshooting guide
- Examples

## Benefits

**Clarity**:
- Numbered substudies show chronological progression (01 → 02 → 03 → 04)
- Clear separation: setup vs. optimization runs vs. analysis
- Self-documenting via substudy READMEs

**Discoverability**:
- study_metadata.json provides complete substudy registry
- Each substudy README explains what was tested and why
- Easy to find results for specific runs

**Scalability**:
- Works for small studies (3 substudies) or large studies (50+)
- Chronological numbering scales to 99 substudies
- Template system makes new studies quick to set up

**Reproducibility**:
- Each substudy documents configuration changes
- Purpose and results clearly stated
- Lessons learned captured for future reference

## Implementation Details

**reorganize_study.py** - Migration script:
- Handles locked files gracefully
- Moves files to new structure
- Provides clear progress reporting
- Safe to run multiple times

**Organization Version**: 2.0
- Tracked in study_metadata.json
- Future studies will use this structure by default
- Existing studies can migrate or keep current structure

## Files Added

- templates/study_template/ - Complete study template
- templates/substudy_README_template.md - Substudy documentation template
- templates/HOW_TO_CREATE_A_STUDY.md - Comprehensive creation guide
- reorganize_study.py - Migration script for existing studies

## Files Reorganized (simple_beam_optimization)

**Moved to 1_setup/**:
- model/ → 1_setup/model/ (CAD/FEM reference files)
- substudies/benchmarking/ → 1_setup/benchmarking/
- baseline_validation.json → 1_setup/

**Renamed and Moved to 2_substudies/**:
- substudies/initial_exploration/ → 2_substudies/01_initial_exploration/
- substudies/validation_3trials/ → 2_substudies/02_validation_3d_3trials/
- substudies/validation_4d_3trials/ → 2_substudies/03_validation_4d_3trials/
- substudies/full_optimization_50trials/ → 2_substudies/04_full_optimization_50trials/

**Moved to 3_reports/**:
- COMPREHENSIVE_BENCHMARK_RESULTS.md → 3_reports/

**Substudy-Specific Docs** (moved to substudy directories):
- OPTIMIZATION_RESULTS_50TRIALS.md → 2_substudies/04_full_optimization_50trials/OPTIMIZATION_RESULTS.md

## Documentation Created

Each substudy now has README.md documenting:
- **01_initial_exploration**: Initial exploration purpose
- **02_validation_3d_3trials**: 3D parameter update validation
- **03_validation_4d_3trials**: hole_count validation success
- **04_full_optimization_50trials**: Full results, no feasible designs found

## Next Steps

**For Future Studies**:
1. Copy templates/study_template/
2. Follow templates/HOW_TO_CREATE_A_STUDY.md
3. Use numbered substudies (01_, 02_, ...)
4. Document each substudy with README.md

**For Existing Studies**:
- Can migrate using reorganize_study.py
- Or apply organization v2.0 to new substudies only
- See docs/STUDY_ORGANIZATION.md for migration guide

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-17 19:20:45 -05:00

2.9 KiB
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Benchmarking Report

Study: simple_beam_optimization Date: 2025-11-17T11:18:28.329069 Validation: ✅ PASSED

Model Introspection

Expressions Found: 30

Expression Value Units
Pattern_p7 None
Pattern_p8 444.444444444444 MilliMeter
Pattern_p9 None MilliMeter
Pattern_p10 1.0
Pattern_p11 10.0 MilliMeter
Pattern_p12 0.0 MilliMeter
beam_face_thickness 20.0 MilliMeter
beam_half_core_thickness 20.0 MilliMeter
beam_half_height 250.0 MilliMeter
beam_half_width 150.0 MilliMeter
beam_lenght 5000.0 MilliMeter
hole_count 10.0
holes_diameter 300.0 MilliMeter
p4 None MilliMeter
p5 0.0 MilliMeter
p6 4000.0 MilliMeter
p13 0.0 Degrees
p19 4000.0 MilliMeter
p34 4000.0 MilliMeter
p50 4000.0 MilliMeter
p119 4000.0 MilliMeter
p130 10.0
p132 444.444444444444 MilliMeter
p134 4000.0 MilliMeter
p135 4000.0 MilliMeter
p137 1.0
p139 10.0 MilliMeter
p141 0.0 MilliMeter
p143 0.0 Degrees
p173 973.968443678471 Kilogram

OP2 Analysis

  • Element Types: CQUAD4
  • Result Types: displacement, stress
  • Subcases: [1]
  • Nodes: 0
  • Elements: 0

Baseline Performance

No baseline results extracted

Configuration Proposals

Proposed Design Variables

  • Pattern_p7: ±20% of None
  • Pattern_p8: ±20% of 444.444444444444 MilliMeter
  • Pattern_p9: ±20% of None MilliMeter
  • Pattern_p10: ±20% of 1.0
  • Pattern_p11: ±20% of 10.0 MilliMeter
  • Pattern_p12: ±20% of 0.0 MilliMeter
  • beam_face_thickness: ±20% of 20.0 MilliMeter
  • beam_half_core_thickness: ±20% of 20.0 MilliMeter
  • beam_half_height: ±20% of 250.0 MilliMeter
  • beam_half_width: ±20% of 150.0 MilliMeter
  • beam_lenght: ±20% of 5000.0 MilliMeter
  • hole_count: ±20% of 10.0
  • holes_diameter: ±20% of 300.0 MilliMeter
  • p4: ±20% of None MilliMeter
  • p5: ±20% of 0.0 MilliMeter
  • p6: ±20% of 4000.0 MilliMeter
  • p13: ±20% of 0.0 Degrees
  • p19: ±20% of 4000.0 MilliMeter
  • p34: ±20% of 4000.0 MilliMeter
  • p50: ±20% of 4000.0 MilliMeter
  • p119: ±20% of 4000.0 MilliMeter
  • p130: ±20% of 10.0
  • p132: ±20% of 444.444444444444 MilliMeter
  • p134: ±20% of 4000.0 MilliMeter
  • p135: ±20% of 4000.0 MilliMeter
  • p137: ±20% of 1.0
  • p139: ±20% of 10.0 MilliMeter
  • p141: ±20% of 0.0 MilliMeter
  • p143: ±20% of 0.0 Degrees
  • p173: ±20% of 973.968443678471 Kilogram

Proposed Extractors

  • extract_displacement: Extract displacement results from OP2 file
  • extract_solid_stress: Extract stress from CQUAD4 elements

Proposed Objectives

  • max_displacement (minimize or maximize)
  • max_von_mises (minimize for safety)
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