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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{
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]
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{
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"timestamp": "2025-11-21T19:25:36.825261",
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"trial_number": 99,
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"ready": false,
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"message": "Landscape analysis not supported for multi-objective optimization"
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}
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{
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"timestamp": "2025-11-21T19:25:36.789054",
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"trial_number": 99,
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"total_trials": 100,
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"current_phase": "multi_objective_optimization",
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"current_strategy": "NSGA-II",
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"is_multi_objective": true,
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"study_directions": [
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"1",
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"1"
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]
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}
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[
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{
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"trial_number": 35,
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"from_phase": "exploration",
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"to_phase": "exploitation",
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},
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"total_trials": 36
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}
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]
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[]
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File diff suppressed because it is too large
Load Diff
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{
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"study_name": "bracket_stiffness_optimization_V3",
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"optimizer": "Protocol 10 - Intelligent Multi-Strategy",
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"n_trials": 100,
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"completed_trials": 96,
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"feasible_trials": 96,
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"infeasible_trials": 0,
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"pruned_trials": 4,
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"failed_trials": 0,
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"elapsed_seconds": 850.818676,
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"pareto_front_all": 48,
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"pareto_front_feasible": 48,
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"best_solution": {
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"best_params": {
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"support_angle": 69.40980974653294,
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"tip_thickness": 46.19501757047888
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},
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"best_value": [
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-18609.40367581461,
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0.13715377147567903
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],
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"best_trial": 9,
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"is_multi_objective": true,
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"pareto_front_size": 48,
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"total_trials": 100,
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"final_strategy": "tpe",
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"landscape_analysis": null,
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"strategy_recommendation": {
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"confidence": 0.95,
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"reasoning": "Multi-objective: TPE with multivariate support for Pareto front exploration (36 trials)",
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"sampler_config": {
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"type": "TPESampler",
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"params": {
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"multivariate": true,
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"n_startup_trials": 8,
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"n_ei_candidates": 24,
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"constant_liar": true
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}
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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": "2025-11-21T19:25:36.880016"
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}
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BIN
studies/bracket_stiffness_optimization_V3/2_results/study.db
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BIN
studies/bracket_stiffness_optimization_V3/2_results/study.db
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