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Tactical capacity planning in a real-world ETO industry case: A robust optimization approach

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  • Carvalho, Andréa Nunes
  • Oliveira, Fabricio
  • Scavarda, Luiz Felipe

Abstract

Uncertainty has a significant impact on the stability and performance of engineering-to-order (ETO) production systems by affecting due date achievement, efficient resource allocation and the usage of nonregular working force. Proactive planning approaches consider information about uncertainty to protect the generated plans against future disruption. Likewise, this paper´s goal is to propose and apply a robust optimization model that addresses a tactical capacity planning problem by incorporating uncertainties regarding the duration of production processes. The model aims at solution robustness (or stability) and intends to enhance and support the decision-making process of a real-world ETO industrial setting. Monte Carlo simulation is employed to assess the simultaneous impact of multiple constraints on the robustness of the generated solutions. The computational results are adherent to the industry setting studied and show the effects of the conservatism level on the optimal values of the generated plans. To the best of our knowledge, this is the first robust optimization model for tactical capacity planning that explicitly addresses the ETO context.

Suggested Citation

  • Carvalho, Andréa Nunes & Oliveira, Fabricio & Scavarda, Luiz Felipe, 2016. "Tactical capacity planning in a real-world ETO industry case: A robust optimization approach," International Journal of Production Economics, Elsevier, vol. 180(C), pages 158-171.
  • Handle: RePEc:eee:proeco:v:180:y:2016:i:c:p:158-171
    DOI: 10.1016/j.ijpe.2016.07.019
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    References listed on IDEAS

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    1. Neumann, K. & Zimmermann, J., 2000. "Procedures for resource leveling and net present value problems in project scheduling with general temporal and resource constraints," European Journal of Operational Research, Elsevier, vol. 127(2), pages 425-443, December.
    2. Bianco, Lucio & Caramia, Massimiliano, 2012. "An exact algorithm to minimize the makespan in project scheduling with scarce resources and generalized precedence relations," European Journal of Operational Research, Elsevier, vol. 219(1), pages 73-85.
    3. Aouam, Tarik & Brahimi, Nadjib, 2013. "Integrated production planning and order acceptance under uncertainty: A robust optimization approach," European Journal of Operational Research, Elsevier, vol. 228(3), pages 504-515.
    4. Corti, Donatella & Pozzetti, Alessandro & Zorzini, Marta, 2006. "A capacity-driven approach to establish reliable due dates in a MTO environment," International Journal of Production Economics, Elsevier, vol. 104(2), pages 536-554, December.
    5. Kingsman, Brian G., 2000. "Modelling input-output workload control for dynamic capacity planning in production planning systems," International Journal of Production Economics, Elsevier, vol. 68(1), pages 73-93, October.
    6. Bredström, D. & Flisberg, P. & Rönnqvist, M., 2013. "A new method for robustness in rolling horizon planning," International Journal of Production Economics, Elsevier, vol. 143(1), pages 41-52.
    7. Hans, E.W. & Herroelen, W. & Leus, R. & Wullink, G., 2007. "A hierarchical approach to multi-project planning under uncertainty," Omega, Elsevier, vol. 35(5), pages 563-577, October.
    8. Deblaere, Filip & Demeulemeester, Erik & Herroelen, Willy, 2011. "Proactive policies for the stochastic resource-constrained project scheduling problem," European Journal of Operational Research, Elsevier, vol. 214(2), pages 308-316, October.
    9. Talla Nobibon, Fabrice & Leus, Roel & Nip, Kameng & Wang, Zhenbo, 2015. "Resource loading with time windows," European Journal of Operational Research, Elsevier, vol. 244(2), pages 404-416.
    10. Mestry, Siddharth & Damodaran, Purushothaman & Chen, Chin-Sheng, 2011. "A branch and price solution approach for order acceptance and capacity planning in make-to-order operations," European Journal of Operational Research, Elsevier, vol. 211(3), pages 480-495, June.
    11. Wang, Xiuli & Xie, Xingzi & Cheng, T.C.E., 2013. "Order acceptance and scheduling in a two-machine flowshop," International Journal of Production Economics, Elsevier, vol. 141(1), pages 366-376.
    12. Rieck, Julia & Zimmermann, Jürgen & Gather, Thorsten, 2012. "Mixed-integer linear programming for resource leveling problems," European Journal of Operational Research, Elsevier, vol. 221(1), pages 27-37.
    13. Gorissen, Bram L. & Yanıkoğlu, İhsan & den Hertog, Dick, 2015. "A practical guide to robust optimization," Omega, Elsevier, vol. 53(C), pages 124-137.
    14. J Bengtsson & D Bredström & P Flisberg & M Rönnqvist, 2013. "Robust planning of blending activities at refineries," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(6), pages 848-863, June.
    15. Gabrel, Virginie & Murat, Cécile & Thiele, Aurélie, 2014. "Recent advances in robust optimization: An overview," European Journal of Operational Research, Elsevier, vol. 235(3), pages 471-483.
    16. Sharda, Bikram & Akiya, Naoko, 2012. "Selecting make-to-stock and postponement policies for different products in a chemical plant: A case study using discrete event simulation," International Journal of Production Economics, Elsevier, vol. 136(1), pages 161-171.
    17. Zorzini, M. & Corti, D. & Pozzetti, A., 2008. "Due date (DD) quotation and capacity planning in make-to-order companies: Results from an empirical analysis," International Journal of Production Economics, Elsevier, vol. 112(2), pages 919-933, April.
    18. Carvalho, Andréa Nunes & Oliveira, Fabricio & Scavarda, Luiz Felipe, 2015. "Tactical capacity planning in a real-world ETO industry case: An action research," International Journal of Production Economics, Elsevier, vol. 167(C), pages 187-203.
    19. Buxey, Geoff, 2003. "Strategy not tactics drives aggregate planning," International Journal of Production Economics, Elsevier, vol. 85(3), pages 331-346, September.
    20. Corominas, Albert & Lusa, Amaia & Olivella, Jordi, 2012. "A detailed workforce planning model including non-linear dependence of capacity on the size of the staff and cash management," European Journal of Operational Research, Elsevier, vol. 216(2), pages 445-458.
    21. Zhong, Xueling & Ou, Jinwen & Wang, Guoqing, 2014. "Order acceptance and scheduling with machine availability constraints," European Journal of Operational Research, Elsevier, vol. 232(3), pages 435-441.
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