Title :
Evolving a path planner for a multi-robot exploration system using grammatical evolution
Author :
Ibrahim, Mohd Faisal ; Alexander, Bradley
Author_Institution :
Sch. of Comput. Sci., Univ. of Adelaide, Adelaide, SA, Australia
Abstract :
Area exploration and mapping with teams of robots is a challenging application. As the complexity of this application increases so does the challenge of designing effective coordinated control. One potential solution to this problem is to explore some relevant parts of the design space automatically. In this paper, we present an approach which uses Grammatical Evolution to design a control function for coordinated path planning of teams of mobile robots. Simulation results are promising with evolved control functions showing performance better than handwritten control in term of amount of explored area.
Keywords :
mobile robots; multi-robot systems; path planning; area exploration; control function design; coordinated control; coordinated path planning; design space; grammatical evolution; handwritten control; mobile robots; multirobot exploration system; path planner; Aerospace electronics; Hazards; Histograms; Navigation; Path planning; Robot kinematics;
Conference_Titel :
Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), 2011 Seventh International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
978-1-4577-0675-2
DOI :
10.1109/ISSNIP.2011.6146624