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Non-Identical Parallel Machine Scheduling with Sequence and Machine Dependent Setup Times Using Meta-Heuristic Algorithms
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 Title & Authors
Non-Identical Parallel Machine Scheduling with Sequence and Machine Dependent Setup Times Using Meta-Heuristic Algorithms
Joo, Cheol-Min; Kim, Byung-Soo;
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 Abstract
This paper considers a non-identical parallel machine scheduling problem with sequence and machine dependent setup times. The objective of this problem is to determine the allocation of jobs and the scheduling of each machine to minimize makespan. A mathematical model for optimal solution is derived. An in-depth analysis of the model shows that it is very complicated and difficult to obtain optimal solutions as the problem size becomes large. Therefore, two meta-heuristics, genetic algorithm (GA) and a new population-based evolutionary meta-heuristic called self-evolution algorithm (SEA), are proposed. The performances of the meta-heuristic algorithms are evaluated through compare with optimal solutions using randomly generated several examples.
 Keywords
Non-Identical Parallel Machine Scheduling;Sequence and Machine Dependent Setup Time;Meta-Heuristic Algorithms;
 Language
English
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 References
1.
Allahverdi, A., Ng, C. T., Cheng, T. C. E., and Kolvalyov, M. Y. (2008), A survey of scheduling problems with setup times and costs, European Journal of Operational Research, 187, 985-1032. crossref(new window)

2.
Agarwal, A., Colak, C., Jacob, V., and Pirkul, H., 2006. Heuristics and augmented neural networks for task scheduling with non-identical machines, European Journal of Operational Research, 175(1), 296-317. crossref(new window)

3.
Balin, S. (2011), Non-identical parallel machine scheduling using genetic algorithm, Expert Systems with Applications, 38, 6814-6821 crossref(new window)

4.
Behnamian, J., Zandieh M., and Ghomi, F. (2009), Parallel-machine scheduling problems with sequencedependent setup times using an ACO, SA and VNS hybrid algorithm, Expert Systems with Applications, 36, 9637-9644. crossref(new window)

5.
Cheng, R. and Gen, M. (1997), Parallel Machine Scheduling Problems Using Memetic Algorithms, Computers and Industrial Engineering, 33(3/4), 761-764. crossref(new window)

6.
Garey, M. and Johnson, D. (1997), Computers and intractability: A guide to the theory of NP-completeness, New York: W. H. Freeman.

7.
Gen, M. and Cheng, R. (2000), Genetic Algorithms and Engineering Optimization, New York: Wiley.

8.
Holland, J. H. (1975), Adaptation in natural and artificial systems, Ann Arbor, IL: University of Michigan Press.

9.
Hop, N. V. and Nagarur, N. N. (2004), The scheduling problem of PCBs for multiple non-identical parallel machines, European Journal of Operational Research, 158, 577-594. crossref(new window)

10.
Joo, C. M. (2009), An Improved Ant Colony System for Parallel-Machine Scheduling Problem with Job Release Times and Sequence-dependent Setup Times, Journal of the Korean Institute of Industrial Engineers, 35(4), 218-225.

11.
Mendes, A. S., Muller, F. M., Franca, P. M., and Moscato, P. (2002), Comparing metaheuristic approaches for parallel machine scheduling problems, Production Planning and Control, 13, 143-154. crossref(new window)

12.
Nait, T. D., Chu, C., Yalaoui, F., and Amodeo, L. (2003), A new approach for identical parallel machine scheduling with job splitting and sequence-dependent setup times based on linear programming, In International conference on industrial engineering and production management (IEPM'03), 3, 266-274.

13.
Pinedo, M. (1995), Scheduling theory, algorithms, and systems, Prentice-Hall.

14.
Pfund, M., Fowler, J., Gadkari, A., and Chen, Y. (2008), Scheduling jobs on parallel machines with setup times and ready times, Computers and Industrial Engineering, 54, 764-782. crossref(new window)

15.
Sveltana, A., Kravchenko, S., and Werner, F. (2001), A heuristic algorithm for minimizing mean flow time with unit setups, Information Processing Letters, 79, 291-296. crossref(new window)

16.
Tavakkoli-Moghaddam, R., Taheri, F., Bazzazi, M., Izadi, M., and Sassani, F. (2009), Design of a genetic algorithm for bi-objective unrelated parallel machines scheduling with sequence-dependent setup times and precedence constraints, Computers and Operations Research, 36, 3224-3230. crossref(new window)

17.
Tahar, D., Yalaoui, F., Chu, C., and Amodeo, L. (2006), A linear programming approach for identical parallel machine scheduling with job splitting and sequence- dependent setup times, International Journal of Production Economics, 99, 63-73. crossref(new window)

18.
Vallada, E. and Ruiz, R. (2011), A genetic algorithm for the unrelated parallel machine scheduling problem with sequence dependent setup times, European Journal of Operational Research, 211, 612-622. crossref(new window)

19.
Yalaoui, F. and Chu, C. (2003), An efficient heuristic approach for parallel machine scheduling with job splitting and sequence-dependent setup times, IIE Transactions, 35(2), 183-190. crossref(new window)