Title :
Acquisition and utilization of motion skills in motion planning of multiple mobile robots
Author :
Arai, Tamio ; Ota, Jun ; Yoshida, Eiichi ; Kurabayashi, Daisuke
Author_Institution :
Dept. of Precision Machinery Eng., Tokyo Univ., Japan
Abstract :
This paper deals with how to introduce motion skills in motion planning of multiple mobile robots. The motion skills are defined as rules of “IF ⟨specific situation⟩ THEN ⟨specific action⟩” type. Authors propose an algorithm for acquiring and utilizing the skills. First, the concept of sensor information pattern is introduced for recognizing the specific situation. Next, acquisition of the motion skills are made by induction process, which is accomplished by using hierarchical neural network. Last, simulations are made to show the effectiveness of the proposed algorithm
Keywords :
cooperative systems; learning by example; mobile robots; neural nets; path planning; IF-THEN rules; hierarchical neural network; induction; motion planning; motion skills acquisition; multiple mobile robots; sensor information pattern; Ambient intelligence; Humans; Machinery; Mobile robots; Motion planning; Neural networks; Path planning; Pattern recognition; Robot sensing systems; Trajectory;
Conference_Titel :
Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-2559-1
DOI :
10.1109/ICSMC.1995.538365