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Rudolf Reiter

3 accepted papers

2026

Learning on the Fly: Rapid Policy Adaptation Via Differentiable Simulation

ICRA 2026poster

Learning control policies in simulation enables rapid, safe, and cost-effective development of advanced robotic capabilities. However, transferring these policies to the real world remains difficult due to the sim-to-real gap, where unmodeled dynamics and environmental disturbances can degrade polic…

2024

Model Predictive Control for Frenet-Cartesian Trajectory Tracking of a Tricycle Kinematic Automated Guided Vehicle

IROS 2024poster

This work proposes an optimal control scheme for a trajectory-tracking Automated Guided Vehicle considering motion and collision constraints in a warehouse environment. We outline how the simpler obstacle avoidance constraints in the Cartesian Coordinate Frame (CCF) can be retained, while projecting…

Cited by 1Source ↗Scholar ↗
2024

Safe Imitation Learning of Nonlinear Model Predictive Control for Flexible Robots

IROS 2024poster

Flexible robots may overcome some of the industry’s major challenges, such as enabling intrinsically safe human-robot collaboration and achieving a higher payload-to-mass ratio. However, controlling flexible robots is complicated due to their complex dynamics, which include oscillatory behavior and…

Cited by 2Source ↗code ↗Scholar ↗