Search Results for author: Torsten Koller

Found 2 papers, 2 papers with code

Learning-based Model Predictive Control for Safe Exploration and Reinforcement Learning

1 code implementation27 Jun 2019 Torsten Koller, Felix Berkenkamp, Matteo Turchetta, Joschka Boedecker, Andreas Krause

We evaluate the resulting algorithm to safely explore the dynamics of an inverted pendulum and to solve a reinforcement learning task on a cart-pole system with safety constraints.

Model Predictive Control reinforcement-learning +2

Learning-based Model Predictive Control for Safe Exploration

1 code implementation22 Mar 2018 Torsten Koller, Felix Berkenkamp, Matteo Turchetta, Andreas Krause

However, these methods typically do not provide any safety guarantees, which prevents their use in safety-critical, real-world applications.

Model Predictive Control Safe Exploration

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