Title :
Formation Distance Problem in Multi-Agents Control
Author :
Yang, Li ; Gongyou, Tang ; Peidong, Wang
Author_Institution :
Coll. of Inf. Sci. & Eng., Ocean Univ. of China, Qingdao, China
Abstract :
A new problem named formation distance problem (FDP) in multi-agents formation control is presented, with the aim to minimize the sum of distance all the agents traveled during every formation rebuilding process. By defining the formation distance matrix (FDM), we prove the FDP is an NP-hard problem. A recursion algorithm is described to exact solve the FDP, whose time complexity and space complexity are too large. In order to simplify the calculation, a so-called intelligent ant colony optimization (ACO) algorithm is used to solve this problem. The FDP is converted to modified traveling salesman problem (TSP) using topology knowledge firstly. Then the distance each agent traveled in the formation process is changed to the length between two nodes in the graph. Finally, the problem is converted to graph traversal problem, and a modified ACO algorithm is proposed to solve the FDP. Numerical Simulation results show the effectiveness of the presented algorithm.
Keywords :
ant colony optimisation; computational complexity; graph theory; matrix algebra; multi-agent systems; multi-robot systems; numerical analysis; travelling salesman problems; ACO algorithm; NP-hard problem; formation distance matrix; formation distance problem; formation rebuilding process; graph traversal problem; intelligent ant colony optimization algorithm; multiagent formation control; numerical simulation; recursion algorithm; space complexity; time complexity; topology knowledge; traveling salesman problem; Ant colony optimization; Computational modeling; Frequency division multiplexing; NP-hard problem; Simulation; Vehicles; ant colony optimization; formation control; formation distance problem; multi-agents control;
Conference_Titel :
Intelligent Computation Technology and Automation (ICICTA), 2012 Fifth International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-1-4673-0470-2
DOI :
10.1109/ICICTA.2012.52