Engineering Reference

Autonomous Engineering Design: From Physics-Based Simulation to Intelligent Optimization

High-fidelity simulation can analyze almost anything, but exhaustively exploring a modern design space is computationally impossible. This three-part series investigates how multi-fidelity surrogate models, active learning, and reinforcement learning solve this bottleneck—and why the future engineer must act as a guardian of physics rather than just an operator of software.