Title :
Learning and reuse of experience in behavior-based service robots
Author :
Lee, M.H. ; Meng, Q. ; Holstein, Horst
Author_Institution :
Dept. of Comput. Sci., Univ. of Wales, Aberystwyth, UK
Abstract :
In this paper, we describe the incorporation of learning and reuse of experience into behavior-based service robot systems. Experience is context based, and the learned experience is associated with its relevant behaviors. Object constraints are obtained by virtual object movements in image space. In addition to retaining the key properties of behavior-based systems, our approach also has the planning ability to recover from errors and to imitate an object pattern shown by humans. Experiments on a real physical robot system have successfully tested the approach.
Keywords :
learning (artificial intelligence); manipulators; path planning; robot vision; virtual reality; CCD camera; PUMA manipulator; behavior based service robot systems; image space; incorporate learning; incremental learning; object constraints; object pattern; planning ability; system recovery; virtual object movements; Centralized control; Computer science; Control systems; Error correction; Legged locomotion; Robot control; Robot kinematics; Robot sensing systems; Robotics and automation; Service robots;
Conference_Titel :
Control, Automation, Robotics and Vision, 2002. ICARCV 2002. 7th International Conference on
Print_ISBN :
981-04-8364-3
DOI :
10.1109/ICARCV.2002.1238564