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portada Learning Motor Skills: From Algorithms to Robot Experiments
Type
Physical Book
Publisher
Language
Inglés
Pages
191
Format
Paperback
Dimensions
23.4 x 15.6 x 1.1 cm
Weight
0.30 kg.
ISBN13
9783319377322

Learning Motor Skills: From Algorithms to Robot Experiments

Jan Peters (Author) · Jens Kober (Author) · Springer · Paperback

Learning Motor Skills: From Algorithms to Robot Experiments - Kober, Jens ; Peters, Jan

New Book

£ 116.04

  • Condition: New
Origin: U.S.A. (Import costs included in the price)
It will be shipped from our warehouse between Friday, August 09 and Wednesday, August 21.
You will receive it anywhere in United Kingdom between 1 and 3 business days after shipment.

Synopsis "Learning Motor Skills: From Algorithms to Robot Experiments"

This book presents the state of the art in reinforcement learning applied to robotics both in terms of novel algorithms and applications. It discusses recent approaches that allow robots to learn motor.skills and presents tasks that need to take into account the dynamic behavior of the robot and its environment, where a kinematic movement plan is not sufficient. The book illustrates a method that learns to generalize parameterized motor plans which is obtained by imitation or reinforcement learning, by adapting a small set of global parameters and appropriate kernel-based reinforcement learning algorithms. The presented applications explore highly dynamic tasks and exhibit a very efficient learning process. All proposed approaches have been extensively validated with benchmarks tasks, in simulation and on real robots. These tasks correspond to sports and games but the presented techniques are also applicable to more mundane household tasks. The book is based on the first author's doctoral thesis, which won the 2013 EURON Georges Giralt PhD Award.

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