VaR-Based Job Shop Scheduling Model and Algorithm

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Abstract:

As uncertain processing time of some jobs may bring unpredicted deterioration of job shop scheduling performance, a measure of VaR is introduced into the job shop scheduling model, and a genetic algorithm combined with Monte Carlo simulation method is presented for solution. Lastly the numerical examples illustrate the efficiency of both the model and the algorithm.

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Periodical:

Advanced Materials Research (Volumes 542-543)

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386-389

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Online since:

June 2012

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© 2012 Trans Tech Publications Ltd. All Rights Reserved

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[1] Sakawa, Masatoshi. Fuzzy programming for multiobjective job shop scheduling with fuzzy processing time and fuzzy duedate through genetic algorithms. European Journal of Operational Research, 2000, 120(2):393-407.

DOI: 10.1016/s0377-2217(99)00094-6

Google Scholar

[2] Lei D . Pareto archive particle swarm optimization for multi-objective fuzzy job shop scheduling problems. International Journal of Advanced Manufacturing Technology, 2008, 37(1-2):157-165.

DOI: 10.1007/s00170-007-0945-8

Google Scholar

[3] Horng S C, Lin S S,Yang F Y.Evolutionary algorithm for stochastic job shop scheduling with random processing time. Expert Systems with Applications, 2012, 39(3):3603-3610.

DOI: 10.1016/j.eswa.2011.09.050

Google Scholar

[4] AI-Hinai N, Elmekkawy T Y. Robust and stable flexible job shop scheduling with random machine breakdowns using a hybrid genetic algorithm. International Journal of Production Economics, 2011, 132(2):279-281.

DOI: 10.1016/j.ijpe.2011.04.020

Google Scholar

[5] Kouvelis P, Yu D. Robust Discrete Optimization and Its Applications. Dordrecht: Kluwer Academic Publishers, (1997)

Google Scholar

[6] Wang J. A fuzzy project scheduling approach to minimize schedule risk for product development. Fuzzy Sets and Systems, 2002, 127(2): 99-116.

DOI: 10.1016/s0165-0114(01)00146-4

Google Scholar

[7] Wang B, Yang X, Li Q. Bad-scenario set based risk-resisting robust scheduling model. ACTA Automatica SINICA, 2012, 38(2):270-278.

DOI: 10.3724/sp.j.1004.2012.00270

Google Scholar

[8] Elisa L, Lorenzo P, Donato M C. VaR as a risk measure for multiperiod static inventory models. International Journal of Production Economics, 2003, 81-82:375-384.

DOI: 10.1016/s0925-5273(02)00369-9

Google Scholar