71 lines
2.2 KiB
Python
71 lines
2.2 KiB
Python
|
"""
|
||
|
|
Create circular plate frequency tuning study with COMPLETE automation.
|
||
|
|
|
||
|
|
This demonstrates the proper Hybrid Mode workflow:
|
||
|
|
1. Study structure creation
|
||
|
|
2. Benchmarking
|
||
|
|
3. Validation
|
||
|
|
4. Auto-generated runner
|
||
|
|
"""
|
||
|
|
|
||
|
|
from pathlib import Path
|
||
|
|
import sys
|
||
|
|
sys.path.insert(0, str(Path(__file__).parent))
|
||
|
|
|
||
|
|
from optimization_engine.hybrid_study_creator import HybridStudyCreator
|
||
|
|
|
||
|
|
|
||
|
|
def main():
|
||
|
|
creator = HybridStudyCreator()
|
||
|
|
|
||
|
|
# Create workflow JSON first (in temp location)
|
||
|
|
import json
|
||
|
|
import tempfile
|
||
|
|
workflow = {
|
||
|
|
"study_name": "circular_plate_frequency_tuning",
|
||
|
|
"optimization_request": "Tune the first natural frequency mode to exactly 115 Hz (within 0.1 Hz tolerance)",
|
||
|
|
"design_variables": [
|
||
|
|
{"parameter": "inner_diameter", "bounds": [50, 150]},
|
||
|
|
{"parameter": "plate_thickness", "bounds": [2, 10]}
|
||
|
|
],
|
||
|
|
"objectives": [{
|
||
|
|
"name": "frequency_error",
|
||
|
|
"goal": "minimize",
|
||
|
|
"extraction": {
|
||
|
|
"action": "extract_first_natural_frequency",
|
||
|
|
"params": {"mode_number": 1, "target_frequency": 115.0}
|
||
|
|
}
|
||
|
|
}],
|
||
|
|
"constraints": [{
|
||
|
|
"name": "frequency_tolerance",
|
||
|
|
"type": "less_than",
|
||
|
|
"threshold": 0.1
|
||
|
|
}]
|
||
|
|
}
|
||
|
|
|
||
|
|
# Write to temp file
|
||
|
|
temp_workflow = Path(tempfile.gettempdir()) / "circular_plate_workflow.json"
|
||
|
|
with open(temp_workflow, 'w') as f:
|
||
|
|
json.dump(workflow, f, indent=2)
|
||
|
|
|
||
|
|
# Create study with complete automation
|
||
|
|
study_dir = creator.create_from_workflow(
|
||
|
|
workflow_json_path=temp_workflow,
|
||
|
|
model_files={
|
||
|
|
'prt': Path("examples/Models/Circular Plate/Circular_Plate.prt"),
|
||
|
|
'sim': Path("examples/Models/Circular Plate/Circular_Plate_sim1.sim"),
|
||
|
|
'fem': Path("examples/Models/Circular Plate/Circular_Plate_fem1.fem"),
|
||
|
|
'fem_i': Path("examples/Models/Circular Plate/Circular_Plate_fem1_i.prt")
|
||
|
|
},
|
||
|
|
study_name="circular_plate_frequency_tuning"
|
||
|
|
)
|
||
|
|
|
||
|
|
print(f"Study ready at: {study_dir}")
|
||
|
|
print()
|
||
|
|
print("Next step:")
|
||
|
|
print(f" python {study_dir}/run_optimization.py")
|
||
|
|
|
||
|
|
|
||
|
|
if __name__ == "__main__":
|
||
|
|
main()
|