DocumentCode
2848098
Title
A hybrid ACO/PSO heuristic to solve single row layout problem
Author
Teo, Y.T. ; Ponnambalam, S.G.
Author_Institution
Sch. of Eng., Monash Univ. Sunway Campus, Petaling Jaya
fYear
2008
fDate
23-26 Aug. 2008
Firstpage
597
Lastpage
602
Abstract
In this paper, a hybrid ACO/ PSO heuristic to solve single row layout problem is proposed. As opposed to previous researches, the clearances and size of machines are treated as variables by using non-linear 0-1 mathematical model adopted from literature. ACO is used as constructive heuristic with a new pheromone update developed to achieve better performance on proposed algorithm. PSO, on the other hand, is used as an improvement heuristic to guide the ants to reach the best solution. To further improve the quality of the solutions, 2-Opt local search is added. The proposed hybrid ACO/PSO heuristic is evaluated with various sets of problems available in the literature, and the results are compared with those reported in the literature.
Keywords
computer aided facilities layout; manufacturing systems; particle swarm optimisation; search problems; 2-Opt local search; ant colony optimization; constructive heuristic; facilities layout; manufacturing; manufacturing system; non-linear 0-1 mathematical model; particle swarm optimization; single row layout problem; Ant colony optimization; Automation; Bridges; Costs; Flexible manufacturing systems; Manufacturing systems; Mathematical model; Particle swarm optimization; Performance evaluation; USA Councils; ACO; Hybrid; PSO; Single Row Layout;
fLanguage
English
Publisher
ieee
Conference_Titel
Automation Science and Engineering, 2008. CASE 2008. IEEE International Conference on
Conference_Location
Arlington, VA
Print_ISBN
978-1-4244-2022-3
Electronic_ISBN
978-1-4244-2023-0
Type
conf
DOI
10.1109/COASE.2008.4626491
Filename
4626491
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