ReLMoGen: Leveraging Motion Generation in Reinforcement Learning for Mobile Manipulation

作者: Silvio Savarese , Alexander Toshev , Roberto Martín-Martín , Or Litany , Fei Xia

DOI:

关键词: TorqueRoboticsRobotLift (data mining)Artificial intelligenceTrajectoryReinforcement learningMotion generationComputer science

摘要: Many Reinforcement Learning (RL) approaches use joint control signals (positions, velocities, torques) as action space for continuous control tasks. We propose to lift the action space …

参考文章(56)
Roderic Grupen, George Konidaris, Andrew Barto, Scott Kuindersma, Autonomous skill acquisition on a mobile manipulator national conference on artificial intelligence. pp. 1468- 1473 ,(2011)
Anca D. Dragan, Geoffrey J. Gordon, Siddhartha S. Srinivasa, Learning from Experience in Manipulation Planning: Setting the Right Goals ISRR. pp. 309- 326 ,(2017) , 10.1007/978-3-319-29363-9_18
Volodymyr Mnih, Ioannis Antonoglou, Koray Kavukcuoglu, Daan Wierstra, Martin A. Riedmiller, Alex Graves, David Silver, Playing Atari with Deep Reinforcement Learning arXiv: Learning. ,(2013)
Nikolay Jetchev, Marc Toussaint, Trajectory prediction in cluttered voxel environments international conference on robotics and automation. pp. 2523- 2528 ,(2010) , 10.1109/ROBOT.2010.5509825
Ashutosh Saxena, Lawson Wong, Morgan Quigley, Andrew Y Ng, Learning to open new doors intelligent robots and systems. pp. 2751- 2757 ,(2010) , 10.1109/IROS.2010.5649847
Vladlen Koltun, Sergey Levine, Guided Policy Search international conference on machine learning. pp. 1- 9 ,(2013)
Dmitry Berenson, James Kuffner, Howie Choset, An optimization approach to planning for mobile manipulation international conference on robotics and automation. pp. 1187- 1192 ,(2008) , 10.1109/ROBOT.2008.4543365
A.G. Barto, R.S. Sutton, Reinforcement Learning: An Introduction ,(1988)
J.J. Kuffner, S.M. LaValle, RRT-connect: An efficient approach to single-query path planning international conference on robotics and automation. ,vol. 2, pp. 995- 1001 ,(2000) , 10.1109/ROBOT.2000.844730
R. Bohlin, L.E. Kavraki, Path planning using lazy PRM international conference on robotics and automation. ,vol. 1, pp. 521- 528 ,(2000) , 10.1109/ROBOT.2000.844107