5 papers · 1 filter
Approximate Feedback Nash Equilibria in Constrained Differential Games via Model Predictive Control with Upper Bound Guarantees
Balint Varga, Karl Handwerker, Imre Rudas +1
Physical human--machine interaction and other multi-agent control settings require decision-making policies that adapt online. Differential games provide a principled framework whe…
Policy Iteration for Linear-Quadratic Stochastic Differential Games with State- and Control-Dependent Noise
Karl Handwerker, Felix Thömmes, Lucas Günther +2
This paper presents a novel sequential policy iteration (PI) method for stochastic differential games with state- and control-dependent noise. The updates preserve mean-square stab…
Infinite-Horizon Inverse Linear-Quadratic Differential Games with State- and Control-Dependent Noise
Lucas Günther, Karl Handwerker, Felix Thömmes +2
This paper presents a method to solve the inverse problem for N-player infinite-horizon linear-quadratic (LQ) differential games with state- and control-dependent noise. For this s…
Inverse Linear-Quadratic Gaussian Differential Games
Lucas Günther, Felix Thömmes, Karl Handwerker +2
This paper presents a method for solving the Inverse Stochastic Differential Game (ISDG) problem in finite-horizon linear-quadratic Gaussian (LQG) differential games. The objective…
Adaptive Model Predictive Control for Differential-Algebraic Systems towards a Higher Path Accuracy for Physically Coupled Robots
Xin Ye, Karl Handwerker, Sören Hohmann
The physical coupling between robots has the potential to improve the capabilities of multi-robot systems in challenging manufacturing processes. However, the path tracking accurac…