feat: Add NX study models and optimization histories
Includes all study folders with NX models for development: - bracket_stiffness_optimization (V1, V2, V3) - drone_gimbal_arm_optimization - simple_beam_optimization - uav_arm_optimization (V1, V2) - training_data_export_test - uav_arm_atomizerfield_test Contains .prt, .fem, .sim files and optimization databases. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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{
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"study_name": "bracket_stiffness_optimization_V2",
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"optimizer": "Protocol 10 - Intelligent Multi-Strategy",
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"n_trials": 30,
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"completed_trials": 30,
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"feasible_trials": 30,
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"infeasible_trials": 0,
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"pruned_trials": 0,
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"failed_trials": 0,
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"elapsed_seconds": 434.682016,
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"pareto_front_all": 20,
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"pareto_front_feasible": 20,
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"best_solution": {
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"best_params": {
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"support_angle": 51.35737604370232,
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"tip_thickness": 32.57376564160467
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},
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"best_value": [
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-10570.444122105115,
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0.10978219259872178
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],
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"best_trial": 1,
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"is_multi_objective": true,
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"pareto_front_size": 20,
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"total_trials": 30,
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"final_strategy": "random",
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"landscape_analysis": {
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"ready": false,
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"total_trials": 30,
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"message": "Landscape analysis not supported for multi-objective optimization"
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},
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"strategy_recommendation": {
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"confidence": 1.0,
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"reasoning": "Insufficient data (30 trials) - using random exploration for landscape characterization",
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"sampler_config": {
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"type": "RandomSampler",
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"params": {}
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}
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},
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"transition_history": [],
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"strategy_performance": {},
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"protocol_used": "Protocol 10: Intelligent Multi-Strategy Optimization"
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},
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"timestamp": "2025-11-21T15:27:28.910034"
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}
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