Dexterous robotic manipulation using deep reinforcement learning and knowledge transfer for complex sparse reward‐based tasks

Author:

Wang Qiang1ORCID,Sanchez Francisco Roldan23,McCarthy Robert1ORCID,Bulens David Cordova1ORCID,McGuinness Kevin23ORCID,O'Connor Noel23ORCID,Wüthrich Manuel4,Widmaier Felix5ORCID,Bauer Stefan6ORCID,Redmond Stephen J.13ORCID

Affiliation:

1. University College Dublin Dublin Ireland

2. Dublin City University Dublin Ireland

3. Insight SFI Research Centre for Data Analytics Dublin Ireland

4. Harvard University Cambridge Massachusetts USA

5. MPI for Intelligent Systems Tübingen Germany

6. KTH Stockholm Stockholm Sweden

Funder

China Scholarship Council

Science Foundation Ireland

Publisher

Wiley

Subject

Artificial Intelligence,Computational Theory and Mathematics,Theoretical Computer Science,Control and Systems Engineering

Reference42 articles.

1. Akkaya I. Andrychowicz M. Chociej M. Litwin M. McGrew B. Petron A. Paino A. Plappert M. Powell G. Ribas R. &Schneider J.(2019).Solving Rubik's cube with a robot hand.arXiv preprint arXiv:1910.07113.

2. Allshire A. Mittal M. Lodaya V. Makoviychuk V. Makoviichuk D. Widmaier F. Wüthrich M. Bauer S. Handa A. &Garg A.(2021).Transferring dexterous manipulation from GPU simulation to a remote real‐world TriFinger.arXiv preprint arXiv:2108.09779.

3. Hindsight experience replay;Andrychowicz M.;Advances in Neural Information Processing Systems,2017

4. Learning dexterous in-hand manipulation

5. Meta Reinforcement Learning for Sim-to-real Domain Adaptation

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