DocumentCode
2235977
Title
Autonomous reactive control for simulated humanoids
Author
Faloutsos, Petros ; van de Panne, Michiel ; Terzopoulos, Demetri
Author_Institution
Dept. of Comput. Sci., California Univ., Los Angeles, CA, USA
Volume
1
fYear
2003
fDate
14-19 Sept. 2003
Firstpage
917
Abstract
We present a framework for composing motor controllers into autonomous composite reactive behaviors for bipedal robots and autonomous, physically-simulated humanoids. A key contribution of our composition framework is an explicit model of the "pre-conditions" under which motor controllers are expected to function properly. Pre-conditions may be determined manually or learned automatically by algorithms based on support vector machine (SVM) learning theory. We demonstrate controller composition and evaluate our composition framework using a family of controllers capable of synthesizing basic actions such a balance, protective stepping when balance is disturbed, protective arm reactions when falling, and multiple ways of regaining an upright stance after a fall.
Keywords
legged locomotion; motion control; support vector machines; SVM; autonomous composite reactive behaviors; autonomous humanoids; autonomous reactive control; bipedal robots; learning theory; motor controllers; physically-simulated humanoids; support vector machine; Automatic control; Computer science; Humanoid robots; Humans; Legged locomotion; Machine learning; Motion control; Object oriented modeling; Protection; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation, 2003. Proceedings. ICRA '03. IEEE International Conference on
ISSN
1050-4729
Print_ISBN
0-7803-7736-2
Type
conf
DOI
10.1109/ROBOT.2003.1241710
Filename
1241710
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