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Using genetic algorithm for lot sizing and scheduling problem with arbitrary job volumes and distinct job due date considerations

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  • Deyun Wang
  • Olivier Grunder
  • Abdellah EL Moudni

Abstract

This paper considers an integrated lot sizing and scheduling problem for a production–distribution environment with arbitrary job volumes and distinct due dates considerations. In the problem, jobs are firstly batch processed on a batching machine at production stage and then delivered to a pre-specified customer at the subsequent delivery stage by a capacitated vehicle. Each job is associated with a distinct due date and a distinct volume, and has to be delivered to the customer before its due date, i.e. delay is not allowed. The processing time of a batch is a constant independent of the jobs it contains. In production, a constant set-up time as well as a constant set-up cost is required before the first job of this batch is processed. In delivery, a constant delivery time as well as a constant delivery cost is needed for each round-trip delivery between the factory and the customer. Moreover, it is supposed that a job that arrives at the customer before its due date will incur a customer inventory cost. The objective is to find a coordinated lot sizing and scheduling scheme such that the total cost is minimised while guaranteeing a certain customer service level. A mixed integer formulation is proposed for this problem, and then a genetic algorithm is developed to solve it. To evaluate the performance of the proposed genetic algorithm, a lower bound on the objective value is established. Computational experiments show that the proposed genetic algorithm performs well on randomly generated problem instances.

Suggested Citation

  • Deyun Wang & Olivier Grunder & Abdellah EL Moudni, 2014. "Using genetic algorithm for lot sizing and scheduling problem with arbitrary job volumes and distinct job due date considerations," International Journal of Systems Science, Taylor & Francis Journals, vol. 45(8), pages 1694-1707, August.
  • Handle: RePEc:taf:tsysxx:v:45:y:2014:i:8:p:1694-1707
    DOI: 10.1080/00207721.2012.748946
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    References listed on IDEAS

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    1. Chang, Yung-Chia & Lee, Chung-Yee, 2004. "Machine scheduling with job delivery coordination," European Journal of Operational Research, Elsevier, vol. 158(2), pages 470-487, October.
    2. Torabi, S.A. & Fatemi Ghomi, S.M.T. & Karimi, B., 2006. "A hybrid genetic algorithm for the finite horizon economic lot and delivery scheduling in supply chains," European Journal of Operational Research, Elsevier, vol. 173(1), pages 173-189, August.
    3. F. Fumero & C. Vercellis, 1999. "Synchronized Development of Production, Inventory, and Distribution Schedules," Transportation Science, INFORMS, vol. 33(3), pages 330-340, August.
    4. Chen, Zhi-Long, 1996. "Scheduling and common due date assignment with earliness-tardiness penalties and batch delivery costs," European Journal of Operational Research, Elsevier, vol. 93(1), pages 49-60, August.
    5. Philippe Baptiste, 2000. "Batching identical jobs," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 52(3), pages 355-367, December.
    6. Ji, Min & He, Yong & Cheng, T.C.E., 2007. "Batch delivery scheduling with batch delivery cost on a single machine," European Journal of Operational Research, Elsevier, vol. 176(2), pages 745-755, January.
    7. Van Buer, Michael G. & Woodruff, David L. & Olson, Rick T., 1999. "Solving the medium newspaper production/distribution problem," European Journal of Operational Research, Elsevier, vol. 115(2), pages 237-253, June.
    8. Zhi-Long Chen, 2010. "Integrated Production and Outbound Distribution Scheduling: Review and Extensions," Operations Research, INFORMS, vol. 58(1), pages 130-148, February.
    9. Cheng, T. C. E. & Gupta, M. C., 1989. "Survey of scheduling research involving due date determination decisions," European Journal of Operational Research, Elsevier, vol. 38(2), pages 156-166, January.
    10. Yuan, Jinjiang, 1996. "A note on the complexity of single-machine scheduling with a common due date, earliness-tardiness, and batch delivery costs," European Journal of Operational Research, Elsevier, vol. 94(1), pages 203-205, October.
    11. Chandra, Pankaj & Fisher, Marshall L., 1994. "Coordination of production and distribution planning," European Journal of Operational Research, Elsevier, vol. 72(3), pages 503-517, February.
    12. Mazdeh, Mohammad Mahdavi & Sarhadi, Mansoor & Hindi, Khalil S., 2007. "A branch-and-bound algorithm for single-machine scheduling with batch delivery minimizing flow times and delivery costs," European Journal of Operational Research, Elsevier, vol. 183(1), pages 74-86, November.
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    3. Burcu Yılmaz Kaya & Aylin Adem & Metin Dağdeviren, 2020. "A DSS-Based Novel Approach Proposition Employing Decision Techniques for System Design," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 413-445, March.

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