ML-Enhanced Simulation for Industry 4.0: Integrating Heterogeneous Systems via Communication Infrastructure
A virtual-prototyping architecture developed and tested, linking a discrete-event simulation tool with external machine learning models through industrial communication protocols, constitutes a transferable pedagogical pattern for systems engineering curricula, capstone projects, and competency-based training.