Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control

Author:

Saviolo Alessandro1ORCID,Frey Jonathan2ORCID,Rathod Abhishek1ORCID,Diehl Moritz2ORCID,Loianno Giuseppe1ORCID

Affiliation:

1. Tandon School of Engineering, New York University, New York, USA

2. University of Freiburg, Freiburg, Germany

Funder

NSF CAREER

DARPA YFA

Qualcomm Research, in part by Nokia

NYU Wireless

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Control and Systems Engineering

Reference87 articles.

1. Control adaptation via meta-learning dynamics;Harrison,2018

2. Deep reinforcement learning in a handful of trials using probabilistic dynamics models;Chua,2018

3. Information theoretic MPC for model-based reinforcement learning

4. Model-based Reinforcement Learning: A Survey

5. Learning quadrotor dynamics for precise, safe, and agile flight control

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