feat: Add AtomizerField training data export and intelligent model discovery
Major additions: - Training data export system for AtomizerField neural network training - Bracket stiffness optimization study with 50+ training samples - Intelligent NX model discovery (auto-detect solutions, expressions, mesh) - Result extractors module for displacement, stress, frequency, mass - User-generated NX journals for advanced workflows - Archive structure for legacy scripts and test outputs - Protocol documentation and dashboard launcher 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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atomizer_field_training_data/uav_arm_test/study_summary.json
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atomizer_field_training_data/uav_arm_test/study_summary.json
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{
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"study_name": "uav_arm_atomizerfield_test",
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"total_trials": 96,
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"design_variables": [
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"beam_half_core_thickness",
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"beam_face_thickness",
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"holes_diameter",
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"hole_count"
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],
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"objectives": [
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"mass",
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"fundamental_frequency"
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],
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"constraints": [
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"max_displacement_limit",
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"max_stress_limit",
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"min_frequency_limit"
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],
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"export_timestamp": "2025-11-25T12:17:30.460682",
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"metadata": {
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"atomizer_version": "2.0",
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"optimization_algorithm": "NSGA-II",
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"n_trials": 100,
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"description": "UAV Camera Support Arm - AtomizerField Neural Surrogate Integration Test"
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}
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}
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