activity
20242026
most citedLearning-based Nonlinear Model Predictive Control of Articulated Soft Robots using Recurrent Neural Networks

16 citations · 20 across the 7 of their papers we have counts for

collaborators

9 papers

cs.RO2026

A Hybrid Autoencoder for Robust Heightmap Generation from Fused Lidar and Depth Data for Humanoid Robot Locomotion

Dennis Bank, Joost Cordes, Thomas Seel +1

Reliable terrain perception is a critical prerequisite for the deployment of humanoid robots in unstructured, human-centric environments. While traditional systems often rely on ma…

eess.SY2025

Dual Iterative Learning Control for Multiple-Input Multiple-Output Dynamics with Validation in Robotic Systems

Jan-Hendrik Ewering, Alessandro Papa, Simon F. G. Ehlers +2

Solving motion tasks autonomously and accurately is a core ability for intelligent real-world systems. To achieve genuine autonomy across multiple systems and tasks, key challenges…

stat.ML2025

Bayesian Inference and Learning in Nonlinear Dynamical Systems: A Framework for Incorporating Explicit and Implicit Prior Knowledge

Björn Volkmann, Jan-Hendrik Ewering, Michael Meindl +2

Accuracy and generalization capabilities are key objectives when learning dynamical system models. To obtain such models from limited data, current works exploit prior knowledge an…

cs.RO20252 cited

Fast Contact Detection via Fusion of Joint and Inertial Sensors for Parallel Robots in Human-Robot Collaboration

Aran Mohammad, Jan Piosik, Dustin Lehmann +2

Fast contact detection is crucial for safe human-robot collaboration. Observers based on proprioceptive information can be used for contact detection but have first-order error dyn…

cs.RO2025

Generalizable and Fast Surrogates: Model Predictive Control of Articulated Soft Robots using Physics-Informed Neural Networks

Tim-Lukas Habich, Aran Mohammad, Simon F. G. Ehlers +3

Soft robots can revolutionize several applications with high demands on dexterity and safety. When operating these systems, real-time estimation and control require fast and accura…

cs.RO2025

SafePR: Unified Approach for Safe Parallel Robots by Contact Detection and Reaction with Redundancy Resolution

Aran Mohammad, Tim-Lukas Habich, Thomas Seel +1

Fast and safe motion is crucial for the successful deployment of physically interactive robots. Parallel robots (PRs) offer the potential for higher speeds while maintaining the sa…