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
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;
Conference_Titel :
Robotics and Automation, 2003. Proceedings. ICRA '03. IEEE International Conference on
Print_ISBN :
0-7803-7736-2
DOI :
10.1109/ROBOT.2003.1241710