AI based Robot Safe Learning and Control

AI based Robot Safe Learning and Control
Author: Xuefeng Zhou
Publisher: Springer Nature
Total Pages: 138
Release: 2020-06-02
Genre: Technology & Engineering
ISBN: 9811555036


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This open access book mainly focuses on the safe control of robot manipulators. The control schemes are mainly developed based on dynamic neural network, which is an important theoretical branch of deep reinforcement learning. In order to enhance the safety performance of robot systems, the control strategies include adaptive tracking control for robots with model uncertainties, compliance control in uncertain environments, obstacle avoidance in dynamic workspace. The idea for this book on solving safe control of robot arms was conceived during the industrial applications and the research discussion in the laboratory. Most of the materials in this book are derived from the authors’ papers published in journals, such as IEEE Transactions on Industrial Electronics, neurocomputing, etc. This book can be used as a reference book for researcher and designer of the robotic systems and AI based controllers, and can also be used as a reference book for senior undergraduate and graduate students in colleges and universities.


AI based Robot Safe Learning and Control
Language: en
Pages: 138
Authors: Xuefeng Zhou
Categories: Technology & Engineering
Type: BOOK - Published: 2020-06-02 - Publisher: Springer Nature

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This open access book mainly focuses on the safe control of robot manipulators. The control schemes are mainly developed based on dynamic neural network, which
AI Based Robot Safe Learning and Control
Language: en
Pages: 138
Authors: Xuefeng Zhou
Categories: Computers
Type: BOOK - Published: 2020-10-09 - Publisher:

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This open access book mainly focuses on the safe control of robot manipulators. The control schemes are mainly developed based on dynamic neural network, which
AI Based Robot Safe Learning and Control
Language: en
Pages:
Authors: Xuefeng Zhou
Categories: Artificial intelligence
Type: BOOK - Published: 2020 - Publisher:

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Learning for Adaptive and Reactive Robot Control
Language: en
Pages: 425
Authors: Aude Billard
Categories: Technology & Engineering
Type: BOOK - Published: 2022-02-08 - Publisher: MIT Press

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Methods by which robots can learn control laws that enable real-time reactivity using dynamical systems; with applications and exercises. This book presents a w
L1 Adaptive Control Theory
Language: en
Pages: 333
Authors: Naira Hovakimyan
Categories: Science
Type: BOOK - Published: 2010-09-30 - Publisher: SIAM

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Contains results not yet published in technical journals and conference proceedings.