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Scatter search for minimizing weighted tardiness in a single machine scheduling with setups

Author

Listed:
  • Miguel A. González

    (University of Oviedo)

  • Juan José Palacios

    (University of Oviedo)

  • Camino R. Vela

    (University of Oviedo)

  • Alejandro Hernández-Arauzo

    (University of Oviedo)

Abstract

Single machine scheduling problems have many real-life applications and may be hard to solve due to the particular characteristics of some production environments. In this paper, we tackle the single machine scheduling problem with sequence-dependent setup times with the objective of minimizing the weighted tardiness. To solve this problem, we propose a scatter search algorithm which uses path relinking in its core. This algorithm is enhanced with some procedures to speed-up the neighbors’ evaluation and with some diversification and intensification techniques, the latter taking some elements from iterated local search. We conducted an experimental study across a well-known set of instances to analyze the contribution of each component to the overall performance of the algorithm, as well as to compare our proposal with the state-of-the-art metaheuristics, obtaining competitive results. We also propose a new benchmark with larger and more challenging instances and provide the first results for them.

Suggested Citation

  • Miguel A. González & Juan José Palacios & Camino R. Vela & Alejandro Hernández-Arauzo, 2017. "Scatter search for minimizing weighted tardiness in a single machine scheduling with setups," Journal of Heuristics, Springer, vol. 23(2), pages 81-110, June.
    • Handle: RePEc:spr:joheur:v:23:y:2017:i:2:d:10.1007_s10732-017-9325-1
    DOI: 10.1007/s10732-017-9325-1
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    References listed on IDEAS

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    1. Mauricio G.C. Resende & Celso C. Ribeiro & Fred Glover & Rafael Martí, 2010. "Scatter Search and Path-Relinking: Fundamentals, Advances, and Applications," International Series in Operations Research & Management Science, in: Michel Gendreau & Jean-Yves Potvin (ed.), Handbook of Metaheuristics, chapter 0, pages 87-107, Springer.
    2. Jon K. Wilbrecht & William B. Prescott, 1969. "The Influence of Setup Time on Job Shop Performance," Management Science, INFORMS, vol. 16(4), pages 274-280, December.
    3. Anghinolfi, Davide & Paolucci, Massimo, 2009. "A new discrete particle swarm optimization approach for the single-machine total weighted tardiness scheduling problem with sequence-dependent setup times," European Journal of Operational Research, Elsevier, vol. 193(1), pages 73-85, February.
    4. Raman, Narayan & Rachamadugu, Ram V. & Talbot, F. Brian, 1989. "Real-time scheduling of an automated manufacturing center," European Journal of Operational Research, Elsevier, vol. 40(2), pages 222-242, May.
    5. Sen, Tapan & Gupta, Sushil K, 1984. "A state-of-art survey of static scheduling research involving due dates," Omega, Elsevier, vol. 12(1), pages 63-76.
    6. Stephen C. Graves, 1981. "A Review of Production Scheduling," Operations Research, INFORMS, vol. 29(4), pages 646-675, August.
    7. Nowicki, Eugeniusz & Smutnicki, Czeslaw, 2006. "Some aspects of scatter search in the flow-shop problem," European Journal of Operational Research, Elsevier, vol. 169(2), pages 654-666, March.
    8. Ruiz, Ruben & Maroto, Concepcion, 2005. "A comprehensive review and evaluation of permutation flowshop heuristics," European Journal of Operational Research, Elsevier, vol. 165(2), pages 479-494, September.
    9. Russell, Robert A. & Chiang, Wen-Chyuan, 2006. "Scatter search for the vehicle routing problem with time windows," European Journal of Operational Research, Elsevier, vol. 169(2), pages 606-622, March.
    10. Juan Pantrigo & Rafael Martí & Abraham Duarte & Eduardo Pardo, 2012. "Scatter search for the cutwidth minimization problem," Annals of Operations Research, Springer, vol. 199(1), pages 285-304, October.
    11. Leonard Adler & Nelson Fraiman & Edward Kobacker & Michael Pinedo & Juan Carlos Plotnicoff & Tso Pang Wu, 1993. "BPSS: A Scheduling Support System for the Packaging Industry," Operations Research, INFORMS, vol. 41(4), pages 641-648, August.
    12. Allahverdi, Ali & Ng, C.T. & Cheng, T.C.E. & Kovalyov, Mikhail Y., 2008. "A survey of scheduling problems with setup times or costs," European Journal of Operational Research, Elsevier, vol. 187(3), pages 985-1032, June.
    13. Manuel Laguna & Francisco Gortázar & Micael Gallego & Abraham Duarte & Rafael Martí, 2014. "A black-box scatter search for optimization problems with integer variables," Journal of Global Optimization, Springer, vol. 58(3), pages 497-516, March.
    14. Naderi, Bahman & Ruiz, Rubén, 2014. "A scatter search algorithm for the distributed permutation flowshop scheduling problem," European Journal of Operational Research, Elsevier, vol. 239(2), pages 323-334.
    15. C Gagné & W L Price & M Gravel, 2002. "Comparing an ACO algorithm with other heuristics for the single machine scheduling problem with sequence-dependent setup times," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(8), pages 895-906, August.
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    2. Wenzhu Liao & Tong Wang, 2018. "Promoting Green and Sustainability: A Multi-Objective Optimization Method for the Job-Shop Scheduling Problem," Sustainability, MDPI, vol. 10(11), pages 1-19, November.

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