no code implementations • 22 Dec 2023 • Patrick M. Wensing, Johannes Englsberger, Jean-Jacques E. Slotine
Many energy-based control strategies for mechanical systems require the choice of a Coriolis factorization satisfying a skew-symmetry property.
no code implementations • 12 Nov 2022 • Gianluigi Grandesso, Elisa Alboni, Gastone P. Rosati Papini, Patrick M. Wensing, Andrea Del Prete
Thus, our algorithm learns a "good" control policy via TO-guided RL policy search that, when used as initial guess provider for TO, makes the trajectory optimization process less prone to converge to poor local optima.
no code implementations • 17 Jan 2022 • Leo Kozachkov, Patrick M. Wensing, Jean-Jacques Slotine
We prove that Riemannian contraction in a supervised learning setting implies generalization.
3 code implementations • 10 Nov 2017 • Patrick M. Wensing, Günter Niemeyer, Jean-Jacques E. Slotine
This paper presents an algorithm to geometrically characterize inertial parameter identifiability for an articulated robot.
Robotics