Title :
Characteristics of function emergence in evolutionary robotic systems dependency on environment and task
Author :
Kikuchi, Kohki ; Hara, Fumio ; Kobayashi, Hiroshi
Author_Institution :
Dept. Precision Eng., Chiba Inst. of Technol., Narashino, Japan
Abstract :
Effective robot functions emerge from not only according to the level of system control, i.e., intelligence, but also according to the conformity between morphology, intelligence, task and environment. This paper investigates the relationship between robotic morphology and intelligence against task and/or environmental conditions and the characteristics of functions emerging in evolutionary robotic systems. The robotic system used in the study has a reconfigurable morphology and intelligence, which were designed by genetic programming. The robotic morphology is represented as a graph structure constructed from cells with motor and visual sensors, and the intelligence is a computer program defined by a parse tree. In this study, a simulation of a task in which the robot had to maintain a certain distance from an object was executed. The results clarify the importance of conformity between morphology and intelligence, and show that effective functions emerge as the result of such conformity between morphology, intelligence, task and environment
Keywords :
artificial intelligence; genetic algorithms; graph grammars; mathematical morphology; robots; trees (mathematics); artificial intelligence; conformity; evolutionary robotic systems; fitness criterion; genetic programming; graph structure; parse tree; reconfigurable morphology; robotic intelligence; robotic morphology; Control systems; Genetic programming; Intelligent control; Intelligent robots; Intelligent sensors; Intelligent structures; Intelligent systems; Morphology; Robot sensing systems; Sensor phenomena and characterization;
Conference_Titel :
Intelligent Robots and Systems, 2001. Proceedings. 2001 IEEE/RSJ International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
0-7803-6612-3
DOI :
10.1109/IROS.2001.976411