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Mixed-product flexible assembly line balancing based on a genetic algorithm  

Song Won Seop (전남대학교 산업공학과)
Kim Hyeong Su (전남대학교 산업공학과)
Kim Yeo Keun (전남대학교 산업공학과)
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Abstract
A flexible assembly line (FAL) is a production system that assembles various parts in unidirectional flow line with many constraints and manufacturing flexibilities. In this research we deal with a FAL balancing problem with the objective of minimizing the maximum workload allocated to the stations. However, almost all the existing researches do not appropriately consider various constraints due to the problem complexity. Therefore, this study addresses a balancing problem of FAL with many constraints and manufacturing flexibilities, unlike the previous researches. We use a genetic algorithm (GA) to solve this problem. To apply GA to FAL. we suggest a genetic representation suitable for FAL balancing and devise evaluation method for individual's fitness and genetic operators specific to the problem, including efficient repair method for preserving solution feasibility. After we obtain a solution using the proposed GA. we use a heuristic method for reassigning some tasks of each product to one or more stations. This method can improve workload smoothness and raise work efficiency of each station. The proposed algorithm is compared and analyzed in terms of solution quality through computational experiments.
Keywords
Flexible Assembly Line; Line Balancing; Flexibility; Genetic Algorithm;
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1 김여근, 윤복식, 이상복, 메타휴리스틱, 영지문화사, 1997
2 Arcus, AL., 'An analysis of a computer method of sequencing assembly line operations,' Ph.D. dissertation, University of California, 1963
3 Goldberg, DE, Genetic algorithm in search, optimization & Machine Learning, AddisonWesley, Reading, MA, 1989
4 Kim, YK,J.Y Kim and YH Kim, 'A coevolutionary algorithm for balancing and sequencing in mixed model assembly lines,' Applied Intelligence Vol.13, No.3(2000), pp.247-258   DOI   ScienceOn
5 Ram, R. and K.E. Stecke, 'Classification and review of FMS scheduling procedures,' Production Planning & control, Vol.5(1994), pp. 2-20   DOI   ScienceOn
6 Sawik, T., 'An interactive approach to bicriterion loading of a flexible assembly system,' Mathematical and Computer Modeling, Vol.25(1997), pp.71-83
7 Sawik, T., 'Mixed integer programming for scheduling surface mount technology lines,' International Journal of Production Research, Vol.39(2001), pp.3219-3235   DOI   ScienceOn
8 Thomopoulos, NT, 'Line balancing-sequencing for mixed-model assembly,' Management Science, Vol.14(1967), pp.59-75   DOI
9 http://syslab.chonnam.ac.kr/links/data.htm
10 Ammons, J.C., C.B. Lofgren and L.F. McGinnis, 'A large scale machine loading problem in flexible assembly,' Annals of Operations Research, VoI.3(1985), pp.319-332
11 Graves, S.C. and C.R Redfield, 'Equipment selection and task assignment for multiproduct assembly system design,' The International Journal of Flexible Manufacturing Systems, VoI.6(1988), pp.361-382   DOI
12 김여근, 이수연, 김용주, '혼합모델조립라인에서 작업부하의 평활화를 위한 유전알고리듬', 대한산업공학회지, 제23권, 제3호(1997), pp.515-532
13 Kim, H. and S. Park, 'A strong cutting plane algorithm for the robotic assembly line balancing problem,' International Journal of Production Research, Vol.33(1995), pp.2311-2323   DOI   ScienceOn
14 Sawik, T., Production planning and scheduling in flexible assembly systems, SpringerVerlag, Berlin, 1999
15 Lee, H.F. and KE. Stecke, 'An integrated design support method for flexible assembly system,' Journal of Manufacturing Systems, Vol.15(1996), pp.13-32   DOI
16 Lee, HF. and R.V. Johnson, 'A line-balancing strategy for designing flexible assembly systems,' International Journal of Flexible Manufacturing Systems, Vol.3(1991), pp.91-120   DOI