Title :
Reactive with tags classifier system applied to real robot navigation
Author :
Sanchis, A. ; Molina, J.M. ; Isasi, P. ; Segovia, J.
Author_Institution :
Dept. de Inf., Univ. Carlos III de Madrid, Spain
Abstract :
A reactive with tags classifier system (RTCS) is a special classifier system. This system combines the execution capabilities of symbolic systems and the learning capabilities of genetic algorithms. A RTCS is able to learn symbolic rules that allow to generate sequence of actions, chaining rules among different time instants, and react to new environmental situations, considering the last environmental situation to take a decision. The capacity of RTCS to learn good rules has been prove in robotics navigation problem. Results show the suitability of this approximation to the navigation problem and the coherence of extracted rules
Keywords :
genetic algorithms; navigation; production control; robot dynamics; environmental situations; execution capabilities; genetic algorithms; learning capabilities; reactive with tags classifier system; real robot navigation; symbolic systems; Expert systems; Genetic algorithms; Learning systems; Manufacturing; Motion planning; Navigation; Production systems; Programming profession; Robots; Technical Activities Guide -TAG;
Conference_Titel :
Emerging Technologies and Factory Automation, 1999. Proceedings. ETFA '99. 1999 7th IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7803-5670-5
DOI :
10.1109/ETFA.1999.815339