Surrogate Assisted Pedestrian Protection Design via a Foundation Model Orchestrated Workflow

In three linesFoundation model-orchestrated workflow for pedestrian protection design. Integrates ML surrogate (R²=0.87), multi-objective evolutionary search, geometry generator, and LLM interface. Reduces evaluation time from hours to seconds; generates 35 safety-compliant alternatives in automotive bumper case study.

Summary generated by Claude — human-verified