3 papers
cs.RO2024
Simultaneous State Estimation and Contact Detection for Legged Robots by Multiple-Model Kalman Filtering
Marcel Menner, Karl Berntorp
This paper proposes an algorithm for combined contact detection and state estimation for legged robots. The proposed algorithm models the robot's movement as a switched system, in…
eess.SY2023
Gaussian Processes with State-Dependent Noise for Stochastic Control
Marcel Menner, Karl Berntorp
This paper considers a stochastic control framework, in which the residual model uncertainty of the dynamical system is learned using a Gaussian Process (GP). In the proposed formu…
eess.SY2023
Friction-Adaptive Stochastic Nonlinear Model Predictive Control for Autonomous Vehicles
Sean Vaskov, Rien Quirynen, Marcel Menner +1
This paper addresses the trajectory-tracking problem under uncertain road-surface conditions for autonomous vehicles. We propose a stochastic nonlinear model predictive controller…