A consecutive heuristic algorithm for balancing a mixed - model assembly line type II using a (W-TAWH) model developed for straight and U-shaped layouts
The development of assembly lines in manufacturing systems has evolved due to consumer expectations and a growing and increasingly competitive global market. The assembly line balancing problem (ALBP) is well recognised in manufacturing and may arise when tasks are assigned to the workstation. In th...
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Published in | IOP conference series. Materials Science and Engineering Vol. 671; no. 1; pp. 12147 - 12160 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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ISSN | 1757-8981 1757-899X |
DOI | 10.1088/1757-899X/671/1/012147 |
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Abstract | The development of assembly lines in manufacturing systems has evolved due to consumer expectations and a growing and increasingly competitive global market. The assembly line balancing problem (ALBP) is well recognised in manufacturing and may arise when tasks are assigned to the workstation. In this paper, a problem statement is structured by assigning a task to a worker in a suitable workstation, subject to some constraints, in order to reduce the cycle time and improve performance. This is a new approach, based on worker and task assignment and is thus a worker - task assigned to workstation heuristic model (W-TAWH). It has been developed for straight and U-shaped models. The methodology is described as two stages, the input related data stage and assignment stage. Firstly, the focus is on combining precedence diagram and generating the sequence vector procedure. The second stage comprises development of comprehensive mathematical formulae for the consecutive algorithm to address the straight and U - shaped balancing problem, with minimization or maximation of relevant criteria. This generates performance evaluation criteria according to the number of tasks and workers assigned to the workstation, and these criteria are integrated into a single score using a desirability function approach. Finally, the performance of the developed algorithm is validated through a numerical example. We tested 24 alternative solutions and the fourth solution (1-4-1) achieved the highest score (0.726), which represented the following assignment variables: straight layout, minimum total number of successor tasks rule, and four workers. The performance evaluation is represented by the lower bound of cycle time and upper bound of efficiency. |
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AbstractList | The development of assembly lines in manufacturing systems has evolved due to consumer expectations and a growing and increasingly competitive global market. The assembly line balancing problem (ALBP) is well recognised in manufacturing and may arise when tasks are assigned to the workstation. In this paper, a problem statement is structured by assigning a task to a worker in a suitable workstation, subject to some constraints, in order to reduce the cycle time and improve performance. This is a new approach, based on worker and task assignment and is thus a worker – task assigned to workstation heuristic model (W-TAWH). It has been developed for straight and U-shaped models. The methodology is described as two stages, the input related data stage and assignment stage. Firstly, the focus is on combining precedence diagram and generating the sequence vector procedure. The second stage comprises development of comprehensive mathematical formulae for the consecutive algorithm to address the straight and U – shaped balancing problem, with minimization or maximation of relevant criteria. This generates performance evaluation criteria according to the number of tasks and workers assigned to the workstation, and these criteria are integrated into a single score using a desirability function approach. Finally, the performance of the developed algorithm is validated through a numerical example. We tested 24 alternative solutions and the fourth solution (1-4-1) achieved the highest score (0.726), which represented the following assignment variables: straight layout, minimum total number of successor tasks rule, and four workers. The performance evaluation is represented by the lower bound of cycle time and upper bound of efficiency. |
Author | Aufy, Samah A. Kassam, AllaEldin H. |
Author_xml | – sequence: 1 givenname: Samah A. surname: Aufy fullname: Aufy, Samah A. organization: Production & Metallurgy Engineering Department, University of Technology – sequence: 2 givenname: AllaEldin H. surname: Kassam fullname: Kassam, AllaEldin H. organization: Production & Metallurgy Engineering Department, University of Technology |
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Cites_doi | 10.1080/002075498192427 10.1016/j.cie.2013.01.001 10.4236/jsea.2010.34040 10.1016/j.asoc.2015.11.025 10.1080/00207543.2011.643830 10.1007/s10845-009-0295-5 10.1007/s10845-008-0108-2 10.1016/j.cor.2004.05.006 |
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References_xml | – start-page: 164 year: 2013 ident: MSE_671_1_012147bib12 – volume: 36 start-page: 2669 year: 1998 ident: MSE_671_1_012147bib9 article-title: A comparative study of performance measures for throughput of a mixed model assembly line in a JIT environment publication-title: Int. J. Prod. Res. doi: 10.1080/002075498192427 – volume: 13 start-page: 50 year: 2006 ident: MSE_671_1_012147bib11 article-title: Optimizing multi-response statistical problem using genetic algorithm publication-title: Scientia Iranica – volume: 64 start-page: 895 year: 2013 ident: MSE_671_1_012147bib6 article-title: A heuristic approach for U-shaped assembly line balancing to improve labour productivity publication-title: Computer & Industrial Engineering doi: 10.1016/j.cie.2013.01.001 – volume: 3 start-page: 347 year: 2010 ident: MSE_671_1_012147bib5 article-title: Mixed-model U-shaped assembly line balancing problems with coincidence memetic algorithm publication-title: J. Software Engineering & Application doi: 10.4236/jsea.2010.34040 – volume: 40 start-page: 221 year: 2016 ident: MSE_671_1_012147bib2 article-title: An interactive fuzzy programming approach for bi – objective straight and U – shaped assembly line balancing problem publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2015.11.025 – start-page: 395 year: 2015 ident: MSE_671_1_012147bib1 – volume: 6 start-page: 1 year: 2017 ident: MSE_671_1_012147bib8 article-title: A multi-objective method for solving assembly line balancing problem publication-title: Decision Science Letters – volume: 50 start-page: 5106 year: 2012 ident: MSE_671_1_012147bib7 article-title: A heuristic approach for balancing mixed-model assembly line of type I using genetic algorithm publication-title: International Journal of Production Research doi: 10.1080/00207543.2011.643830 – start-page: 6118 year: 2014 ident: MSE_671_1_012147bib4 article-title: Application of simple genetic algorithm to U-shaped assembly line balancing problem of type II – volume: 22 start-page: 367 year: 2011 ident: MSE_671_1_012147bib10 article-title: An efficient multiobjective genetic algorithm for mixed-model assembly line balancing problem considering demand ratio-based cycle time publication-title: J Intell Manuf doi: 10.1007/s10845-009-0295-5 – volume: 20 start-page: 123 year: 2009 ident: MSE_671_1_012147bib3 article-title: A new hybrid improvement heuristic approach to simple straight and U – type assembly line balancing problems publication-title: J Intell Manuf doi: 10.1007/s10845-008-0108-2 – volume: 32 start-page: 3175 year: 2005 ident: MSE_671_1_012147bib13 article-title: D-STEM: a modified step method with desirability function concept publication-title: Computers & Operations Research doi: 10.1016/j.cor.2004.05.006 |
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SubjectTerms | Algorithms Assembly lines Balancing Criteria Cycle time Desirability function Global marketing Heuristic algorithm Heuristic methods Layouts Lower bounds Manufacturing Mixed-model assembly line Performance enhancement Performance evaluation Upper bounds Work stations Worker Workstations |
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Title | A consecutive heuristic algorithm for balancing a mixed - model assembly line type II using a (W-TAWH) model developed for straight and U-shaped layouts |
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