Title :
Control of hyper-redundant robot using QDSEGA
Author :
Ito, Kazuyuki ; Matsuno, Fumitoshi
Author_Institution :
Okayama Univ., Japan
Abstract :
We consider a flexible autonomous system. To realize the system, we employ a hyper-redundant system (a flexible hardware system) and reinforcement learning controller "QDSEGA" (Q-learning with structuring exploration space based on genetic algorithm) which is a flexible software system. In this paper we apply QDSEGA for controlling of the hyper-redundant robot. To demonstrate the effectiveness, a task of acquisition of locomotion patterns is applied to a multi-legged formation and a snake-like formation, from which an effective locomotion is obtained.
Keywords :
adaptive systems; flexible manipulators; genetic algorithms; learning (artificial intelligence); legged locomotion; redundant manipulators; Q-learning; adaptive system; genetic algorithm; hyper-redundant robot; multiple-legged locomotion; reinforcement learning; snake-like locomotion; Automatic control; Control systems; Genetic algorithms; Hardware; Learning; Orbital robotics; Robot control; Robotics and automation; Software systems; Space exploration;
Conference_Titel :
SICE 2002. Proceedings of the 41st SICE Annual Conference
Print_ISBN :
0-7803-7631-5
DOI :
10.1109/SICE.2002.1196529