Description

In the last decades robots are expected to be of increasing intelligence to deal with a large range of tasks. Especially, robots are supposed to be able to learn manipulation skills from humans. To this end, a number of learning algorithms and techniques have been developed and successfully implemented for various robotic tasks. Among these methods, learning from demonstrations (LfD) enables robots to effectively and efficiently acquire skills by learning from human demonstrators, such that a robot can be quickly programmed to perform a new task.

This book introduces recent results on the development of advanced LfD-based learning and control approaches to improve the robot dexterous manipulation. First, there''s an introduction to the simulation tools and robot platforms used in the authors'' research. In order to enable a robot learning of human-like adaptive skills, the book explains how to transfer a human user's arm variable stiffness to the robot, based on the online est

Robot Learning Human Skills and Intelligent Control Design

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    A Paperback by Chao Zeng, Chao Zeng, Jianwei Zhang

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      Book details

      Publisher CRC Press
      Published 9/25/2023 12:00:00 AM
      ISBN-13 9780367634377
      978-0367634377
      ISBN-10 0367634376
      Also in:
      Technology, Engineering & Agriculture Energy, power generation, distribution and storage

      Description

      In the last decades robots are expected to be of increasing intelligence to deal with a large range of tasks. Especially, robots are supposed to be able to learn manipulation skills from humans. To this end, a number of learning algorithms and techniques have been developed and successfully implemented for various robotic tasks. Among these methods, learning from demonstrations (LfD) enables robots to effectively and efficiently acquire skills by learning from human demonstrators, such that a robot can be quickly programmed to perform a new task.

      This book introduces recent results on the development of advanced LfD-based learning and control approaches to improve the robot dexterous manipulation. First, there''s an introduction to the simulation tools and robot platforms used in the authors'' research. In order to enable a robot learning of human-like adaptive skills, the book explains how to transfer a human user's arm variable stiffness to the robot, based on the online est

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