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http://dx.doi.org/10.7737/JKORMS.2012.37.3.039

An Endosymbiotic Evolutionary Algorithm for Balancing and Sequencing in Mixed-Model Two-Sided Assembly Lines  

Jo, Jun-Young (전남대학교 공과대학 산업공학과)
Kim, Yeo-Keun (전남대학교 공과대학 산업공학과)
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Abstract
This paper presents an endosymbiotic evolutionary algorithm (EEA) to solve both problems of line balancing and model sequencing in a mixed-model two-sided assembly line (MMtAL) simultaneously. It is important to have a proper balancing and model sequencing for an efficient operation of MMtAL. EEA imitates the natural evolution process of endosymbionts, which is an extension of existing symbiotic evolutionary algorithms. It provides a proper balance between parallel search with the separated individuals representing partial solutions and integrated search with endosymbionts representing entire solutions. The strategy of localized coevolution and the concept of steady-state genetic algorithms are used to improve the search efficiency. The experimental results reveal that EEA is better than two compared symbiotic evolutionary algorithms as well as a traditional genetic algorithm in solution quality.
Keywords
Two-Sided Assembly Line; Mixed Models; Balancing and Sequencing Problem; Endosymbiotic Evolutionary Algorithm; Endosymbionts;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 김여근, 진화알고리즘, 전남대학교 출판부, 2011.
2 김여근, 이상선, "다목적을 갖는 혼합모델 조립 라인의 밸런싱과 투입순서를 위한 공생진화 알고리즘", 한국경영과학회지, 제35권, 제3호(2010), pp.25-43.
3 송원섭, 김여근, 진화알고리즘을 이용한 선취적 다목적 양면조립라인 밸런싱, 한국경영과학회지, 제34권, 제2호(2009), pp.101-111.
4 Bard, J.F., E.M. Dar-El, and A. Shtub, "An Analytic Framework for Sequencing Mixed Model Assembly Lines," International Journal of Production Research, Vol.30(1992), pp.35-48.   DOI   ScienceOn
5 Bartholdi, J.J., "Balancing two-sided assembly lines:a case study," International Journal of Production Research, Vol.31, No.10(1993), pp.2447-2461.   DOI   ScienceOn
6 Baykasoğlu, A. and T. Dereli, "Two-sided assembly line balancing using an ant-colony-based heuristic," International Journal of Advanced Manufacturing Technology, Vol. 36(2008), pp.582-588.   DOI
7 Davis, L., "Applying adaptive algorithms to epistatic domains," Proceedings of the 9th International Joint Conference on Artificial Intelligence, (1985), pp.162-164.
8 Falkenauer, E., "A new representation and operators for genetic algorithms applied to grouping problems," Evolutionary Computation, Vol.2(1994), pp.123-144.   DOI
9 Hu, X., E. Wu, and Y. Jin, "A station-oriented enumerative algorithm for two-sided assembly line balancing," European Journal of Operational Research, Vol.186(2008), pp. 435-440.   DOI   ScienceOn
10 Kim, J.Y., Y. Kim, and, Y.K. Kim, "An esdosymbiotic evolutionary algorithm for optimization," Applied Intelligence, Vol.15, No.2 (2001), pp.117-130.   DOI   ScienceOn
11 Kim, Y.K., S.J. Kim, and J.Y. Kim, "An esdosymbiotic evolutionary algorithm for the integration of balancing and sequencing in mixed-model U-lines," European Journal of Operational Research, Vol.168(2006), pp.838-852.   DOI   ScienceOn
12 Kim, Y.K., C.J. Hyun, and Y. Kim, "Sequencing in mixed model assembly lines:a genetic algorithm approach," Computers and Operations Research, Vol.23(1996), pp.1131-1145.   DOI   ScienceOn
13 Kim, Y.K., J.Y. Kim, and Y. Kim, "A coevolutionary algorithm for balancing and sequencing in mixed model assembly lines," Applied Intelligence, Vol.13(2000a), pp.247-258.   DOI   ScienceOn
14 Kim, Y.K., Y. Kim, and Y.J. Kim, "Two-sided assembly line balancing:A genetic algorithm approach," Production Planning and Control, Vol.11, No.1(2000b), pp.44-53.   DOI   ScienceOn
15 Kim, Y.K., W.S. Song, and J.H. Kim, "A mathematical model and a genetic algorithm for two-sided assembly line balancing," Computers and Operations Research, Vol.36(2009), pp.853-865.   DOI   ScienceOn
16 Lapierre, S.D., A. Ruiz, and P. Soriano, "Balancing assembly lines with tabu search," European Journal of Operational Research, Vol.168(2006), pp.826-37.   DOI   ScienceOn
17 Ozcan, U. and B. Toklu, "A tabu search algorithm for two-sided assembly line balancing," International Journal of Advanced Manufacturing Technology, Vol.43, No.7/8(2009a), pp.822-829.   DOI
18 Lee, T.O., Y.H. Kim, and Y.K. Kim, "Two-sided assembly line balancing to maximize work relatedness and slackness," Computers and Industrial Engineering, Vol.40(2001), pp. 273-292.   DOI   ScienceOn
19 Margulis, L., Origin of eukaryotic cells, Yale University Press:New Haven, 1970.
20 Margulis, L., Symbiosis in cell evolution, W. H. Freeman:San Francisco, 1981.
21 Ozcan, U. and B. Toklu, "Multiple-criteria decision-making in two-sided assembly line balancing:A goal programming and a fuzzy goal programming models," Computers and Operations Research, Vol.36, No.6(2009b), pp.1955-1965.   DOI   ScienceOn
22 Ozcan, U. and B. Toklu, "Balancing of mixedmodel two-sided assembly lines," Computers and Industrial Engineering, Vol.57, No.1 (2009c), pp.217-227.   DOI   ScienceOn
23 Potter, M.A., The design and analysis of a computational model of cooperative coevolution, Ph. D. dossertation, George Mason Univercity, 1997.
24 Simaria, A.S. and P.M. Vilarinho, "2-ANT BAL:An ant colony optimization algorithm for balancing two-sided assembly lines," Computers and Industrial Engineering, Vol. 56, No.2(2009), pp.489-506.   DOI   ScienceOn
25 Thomopulos, N.T., Line Balancing-Sequencing for Mixed-Model Assembly, Management Science, Vol.14(1967), pp.59-75.   DOI   ScienceOn
26 von Laszewski, G., Intelligent structural operators for k-way group partitioning problem, Proceedigns 4th International on Conference Genetic Algorithms, (1991), pp.45-52.