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dd7f0c0f82
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Phase 3.3: Multi-objective optimization fix, updated docs & Claude skill
- Fixed drone gimbal optimization to use proper semantic directions
- Changed from ['minimize', 'minimize'] to ['minimize', 'maximize']
- Updated Claude skill (v2.0) with Phase 3.3 integration
- Added centralized extractor library documentation
- Added multi-objective optimization (Protocol 11) section
- Added NX multi-solution protocol documentation
- Added dashboard integration documentation
- Fixed Pareto front degenerate issue with proper NSGA-II configuration
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
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2025-11-24 07:49:48 -05:00 |
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f76bd52894
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feat: Implement Protocol 13 - Real-Time Dashboard Tracking
Complete implementation of Protocol 13 featuring real-time web dashboard
for monitoring multi-objective optimization studies.
## New Features
### Backend (Python)
- Real-time tracking system with per-trial JSON writes
- New API endpoints for metadata, optimizer state, and Pareto fronts
- Unit inference from objective descriptions
- Multi-objective support using Optuna's best_trials API
### Frontend (React + TypeScript)
- OptimizerPanel: Real-time optimizer state (phase, strategy, progress)
- ParetoPlot: Pareto front visualization with normalization toggle
- 3 modes: Raw, Min-Max [0-1], Z-Score standardization
- Pareto front line connecting optimal points
- ParallelCoordinatesPlot: High-dimensional interactive visualization
- Objectives + design variables on parallel axes
- Click-to-select, hover-to-highlight
- Color-coded feasibility
- Dynamic units throughout all visualizations
### Documentation
- Comprehensive Protocol 13 guide with architecture, data flow, usage
## Files Added
- `docs/PROTOCOL_13_DASHBOARD.md`
- `atomizer-dashboard/frontend/src/components/OptimizerPanel.tsx`
- `atomizer-dashboard/frontend/src/components/ParetoPlot.tsx`
- `atomizer-dashboard/frontend/src/components/ParallelCoordinatesPlot.tsx`
- `optimization_engine/realtime_tracking.py`
## Files Modified
- `atomizer-dashboard/frontend/src/pages/Dashboard.tsx`
- `atomizer-dashboard/backend/api/routes/optimization.py`
- `optimization_engine/intelligent_optimizer.py`
## Testing
- Tested with bracket_stiffness_optimization_V2 (30 trials, 20 Pareto solutions)
- Dashboard running on localhost:3001
- All P1 and P2 features verified working
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
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2025-11-21 15:58:00 -05:00 |
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