Manan Tayal

A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems

As autonomous systems become more ubiquitous in daily life, ensuring high performance with guaranteed safety is crucial. However, safety and performance could be competing objectives, which makes their co-optimization difficult. Learning-based methods, such as Constrained Reinforcement Learning (CRL…