3 papers
cs.RO2026
SoRoMoX: Fast, Differentiable, and Parallelizable Soft Robot Models
Maximilian Stölzle, Solange Gribonval, Daniel Feliu-Talegon +9
Reduced-order models based on Cosserat-rod theory are now well established, and modeling theory is no longer the primary bottleneck in soft-robot control. Their implementations, ho…
cs.RO2026
A Closed-Form CLF-CBF Controller for Whole-Body Continuum Soft Robot Collision Avoidance
Kiwan Wong, Maximillian Stölzle, Wei Xiao +1
Safe operation is essential for deploying robots in human-centered 3D environments. Soft continuum manipulators provide passive safety through mechanical compliance, but still requ…
eess.SY2025
MAKO: Meta-Adaptive Koopman Operators for Learning-based Model Predictive Control of Parametrically Uncertain Nonlinear Systems
Minghao Han, Kiwan Wong, Adrian Wing-Keung Law +1
In this work, we propose a meta-learning-based Koopman modeling and predictive control approach for nonlinear systems with parametric uncertainties. An adaptive deep meta-learning-…