{ "study_name": "bracket_stress_minimization", "description": "Bracket Stress Minimization - Minimize peak stress while maintaining stiffness", "engineering_context": "L-bracket or mounting bracket optimization. Minimize stress concentrations by adjusting fillet radii, wall thickness, and material distribution.", "template_info": { "category": "structural", "analysis_type": "static", "typical_applications": ["mounting brackets", "L-brackets", "gusset plates", "corner joints"], "required_nx_expressions": ["wall_thickness", "fillet_radius", "web_thickness"] }, "optimization_settings": { "protocol": "protocol_10_single_objective", "n_trials": 75, "sampler": "TPE", "pruner": "MedianPruner", "timeout_per_trial": 400 }, "design_variables": [ { "parameter": "wall_thickness", "bounds": [2, 10], "description": "Main wall thickness (mm)", "units": "mm" }, { "parameter": "fillet_radius", "bounds": [3, 20], "description": "Corner fillet radius (mm) - stress relief", "units": "mm" }, { "parameter": "web_thickness", "bounds": [1, 8], "description": "Stiffening web thickness (mm)", "units": "mm" }, { "parameter": "rib_count", "bounds": [0, 5], "description": "Number of stiffening ribs", "type": "integer" } ], "objectives": [ { "name": "max_stress", "goal": "minimize", "weight": 1.0, "description": "Peak von Mises stress (MPa)", "target": 50, "extraction": { "action": "extract_stress", "domain": "result_extraction", "params": { "result_type": "stress", "metric": "max_von_mises" } } } ], "constraints": [ { "name": "max_displacement_limit", "type": "less_than", "threshold": 0.5, "description": "Maximum displacement < 0.5mm for stiffness requirement", "extraction": { "action": "extract_displacement", "domain": "result_extraction", "params": { "result_type": "displacement", "metric": "max" } } }, { "name": "max_mass_limit", "type": "less_than", "threshold": 200, "description": "Maximum mass < 200g for weight budget", "extraction": { "action": "extract_mass", "domain": "result_extraction", "params": { "result_type": "mass", "metric": "total" } } } ], "simulation": { "model_file": "Bracket.prt", "sim_file": "Bracket_sim1.sim", "fem_file": "Bracket_fem1.fem", "solver": "nastran", "analysis_types": ["static"] }, "reporting": { "generate_plots": true, "save_incremental": true, "llm_summary": false }, "training_data_export": { "enabled": true, "export_dir": "atomizer_field_training_data/${study_name}", "export_every_n_trials": 1, "include_mesh": true, "compress": false } }