9783319031934
IR
EN-57522
انگلیسی
IR
Learning motor skills
[Book]
:from algorithms to robot experiments
/ Jens Kober, Jan Peters
Cham
: Springer,
, 2014.
(Springer tracts in advanced robotics
; 97)
Electronic
Includes bibliographical references and index..
Summary: 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.
Reinforcement Learning in Robotics: A Survey -- Movement Templates for Learning of Hitting and Batting -- Policy Search for Motor Primitives in Robotics -- Reinforcement Learning to Adjust Parameterized Motor Primitives to New Situations -- Learning Prioritized Control of Motor Primitives.
Springer tracts in advanced robotics
97
Reinforcement learning
Robotics
Engineering
Robotics and Automation
Artificial Intelligence (incl. Robotics)
E-BOOK
Kober, Jens
Peters, Jan,1976-
ایران
9783319031934.pdf
عادی
عادی
9783319031934.pdf
متن
old catalog
e
BL
1
a
Y
