Title :
Synthesis of Controllers for Stylized Planar Bipedal Walking
Author :
Sharon, Dana ; van de Panne, Michiel
Author_Institution :
Department of Computer Science University of British Columbia Vancouver, BC, V6T 1Z4, Canada dsharon@cs.ubc.ca
Abstract :
We present a method for computing controllers for stable planar-biped walking gaits that follow a particular style. The desired style is specified with a kinematic target trajectory that may or may not be physically realizable. A nearest-neighbor controller representation is used and its free parameters are optimized using a local parameter search technique. The optimization function is constructed by integrating a mass-distance metric over fixed time intervals, which serves to measure the deviation of a simulated motion from a desired target motion. We demonstrate simulated bipedal walks having user-specified styles, walks for bipeds of varying dimensions, walks over terrain of known slopes, and walks that are robust with respect to unobserved terrain variations and modeling errors.
Keywords :
biped locomotion; policy search; reward shaping; Computer science; Kinematics; Legged locomotion; Motion control; Motion measurement; Robots; Robust stability; Robustness; Time measurement; Trajectory; biped locomotion; policy search; reward shaping;
Conference_Titel :
Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on
Print_ISBN :
0-7803-8914-X
DOI :
10.1109/ROBOT.2005.1570470