DocumentCode :
1913150
Title :
Ant Colony Robot Motion Planning
Author :
Mohamad, Mohd M. ; Dunnigan, Matthew W. ; Taylor, Nicholas K.
Author_Institution :
Dept. of Electr., Electron., & Comput. Eng., Heriot-Watt Univ., Edinburgh
Volume :
1
fYear :
2005
fDate :
21-24 Nov. 2005
Firstpage :
213
Lastpage :
216
Abstract :
A new approach to robot motion planning is proposed by applying ant colony optimization with the probabilistic roadmap planner (PRM). The PRM is a path planning method that consists of capturing the connectivity of the robot´s free space in a network called the roadmap. An ant colony robot motion planning (ACRMP) method is proposed that takes the benefit of collective behaviour of ants foraging from a nest to a food source. Two groups of ants are placed at both the nest and food source respectively. A number of ants (agents) are released from the nest (start configuration) and begin to forage (search) towards the food (goal configuration). Each ant has a certain quantity of pheromone to be dropped along the path. The ants track down the pheromone trails previously dropped by the nest´s ants to accomplish the path between the two points of nest and food respectively. Results from preliminary tests show that the ACRMP is capable of reducing the intermediate configuration between the initial and goal configuration in an acceptable running time
Keywords :
artificial life; optimisation; path planning; ant colony optimization; ant colony robot motion planning; collective ant behaviour; goal configuration; path planning method; pheromone trail; probabilistic roadmap planner; robot free space; start configuration; Ant colony optimization; Intelligent robots; Joining processes; Manipulators; Motion planning; Orbital robotics; Particle swarm optimization; Path planning; Physics computing; Robot motion; Planning; robotics and search;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer as a Tool, 2005. EUROCON 2005.The International Conference on
Conference_Location :
Belgrade
Print_ISBN :
1-4244-0049-X
Type :
conf
DOI :
10.1109/EURCON.2005.1629898
Filename :
1629898
Link To Document :
بازگشت