{ "study_name": "beam_stiffness_optimization", "description": "Beam Stiffness Optimization - Maximize stiffness while minimizing mass", "engineering_context": "Cantilever beam optimization. Find optimal cross-section dimensions to maximize bending stiffness under tip load while minimizing weight.", "template_info": { "category": "structural", "analysis_type": "static", "typical_applications": ["cantilever beams", "support arms", "brackets"], "required_nx_expressions": ["beam_width", "beam_height", "beam_length"] }, "optimization_settings": { "protocol": "protocol_10_single_objective", "n_trials": 50, "sampler": "TPE", "pruner": "MedianPruner", "timeout_per_trial": 300 }, "design_variables": [ { "parameter": "beam_width", "bounds": [10, 50], "description": "Beam cross-section width (mm)", "units": "mm" }, { "parameter": "beam_height", "bounds": [10, 80], "description": "Beam cross-section height (mm)", "units": "mm" }, { "parameter": "beam_length", "bounds": [100, 500], "description": "Beam length (mm)", "units": "mm" } ], "objectives": [ { "name": "stiffness", "goal": "maximize", "weight": 1.0, "description": "Effective bending stiffness (inverse of tip displacement under unit load)", "target": 10000, "extraction": { "action": "extract_displacement", "domain": "result_extraction", "params": { "result_type": "displacement", "metric": "max", "invert": true } } } ], "constraints": [ { "name": "max_mass_limit", "type": "less_than", "threshold": 500, "description": "Maximum mass < 500g", "extraction": { "action": "extract_mass", "domain": "result_extraction", "params": { "result_type": "mass", "metric": "total" } } }, { "name": "max_stress_limit", "type": "less_than", "threshold": 200, "description": "Maximum von Mises stress < 200 MPa", "extraction": { "action": "extract_stress", "domain": "result_extraction", "params": { "result_type": "stress", "metric": "max_von_mises" } } } ], "simulation": { "model_file": "Beam.prt", "sim_file": "Beam_sim1.sim", "fem_file": "Beam_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 } }