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Dennis Mronga

6 accepted papers

2026

Reinforcement Learning for Robust Athletic Intelligence: Lessons from the 2nd “AI Olympics with RealAIGym” Competition

ICRA 2026poster

In robotics many different approaches ranging from classical planning over optimal control to reinforcement learning (RL) are developed and borrowed from other fields to achieve reliable control in diverse tasks. In order to get a clear understanding of their individual strengths and weaknesses and …

2025

Benchmarking Different QP Formulations and Solvers for Dynamic Quadrupedal Walking

ICRA 2025

Quadratic Programs (QPs) are widely used in the control of walking robots, especially in Model Predictive Control (MPC) and Whole-Body Control (WBC). In both cases, the controller design requires the formulation of a QP and the selection of a suitable QP solver, both requiring considerable time and

Cited by 6SourcecodeScholar
2025

Parallel Transmission Aware Co-Design: Enhancing Manipulator Performance Through Actuation-Space Optimization

IROS 2025

In robotics, structural design and behavior optimization have long been considered separate processes, resulting in the development of systems with limited capabilities. Recently, co-design methods have gained popularity, where bi-level formulations are used to simultaneously optimize the robot desi

Cited by 1SourceScholar
2022

Introducing RH5 Manus: A Powerful Humanoid Upper Body Design for Dynamic Movements

ICRA 2022poster

It is well established that a stiff structure along with an optimal mass distribution are key features to perform dynamic movements, and parallel designs provide these characteristics to a robot. This work presents the new upper-body design of the humanoid robot RH5 named RH5 Manus with series-paral…

Cited by 18SourceScholar