2 papers
eess.SY2024
Approximate Dynamic Programming for Constrained Piecewise Affine Systems with Stability and Safety Guarantees
Kanghui He, Shengling Shi, Ton van den Boom +1
Infinite-horizon optimal control of constrained piecewise affine (PWA) systems has been approximately addressed by hybrid model predictive control (MPC), which, however, has comput…
eess.SY2024
State-action control barrier functions: Imposing safety on learning-based control with low online computational costs
Kanghui He, Shengling Shi, Ton van den Boom +1
Learning-based control with safety guarantees usually requires real-time safety certification and modifications of possibly unsafe learning-based policies. The control barrier func…