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Capacitated disassembly scheduling under stochastic yield and demand

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  • Liu, Kanglin
  • Zhang, Zhi-Hai

Abstract

The disassembly process in remanufacturing has attracted increasing attention in recent years due to the high importance of environmental issues. The paper studies a capacitated single-item multi-period disassembly scheduling problem with random yields and demands in which procured, returned items (root items) are disassembled into components or parts (leaf items) to satisfy their demands in each period. The problem is formulated as a mixed integer nonlinear program (MINLP). Notably, a chance constraint is introduced to ensure that the probability of satisfying the demand is greater than a predetermined service level, and then is approximated by a second-order cone constraint. An outer approximation (OA) based solution algorithm is proposed to solve the resulting model. Furthermore, a special case that has uniformly-distributed yield and normally-distributed demand is considered given a closed-form formulation. Extensive numerical experiments demonstrate that the proposed algorithm can achieve converged optimal solutions within much less CPU time compared with the well-known solver BONMIN. Furthermore, a scheduling process of a valve producer is also conducted to demonstrate the application in practice. In the end, managerial insights are explored and future research directions are outlined.

Suggested Citation

  • Liu, Kanglin & Zhang, Zhi-Hai, 2018. "Capacitated disassembly scheduling under stochastic yield and demand," European Journal of Operational Research, Elsevier, vol. 269(1), pages 244-257.
  • Handle: RePEc:eee:ejores:v:269:y:2018:i:1:p:244-257
    DOI: 10.1016/j.ejor.2017.08.032
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    1. Seda Hezer & Yakup Kara, 2015. "A network-based shortest route model for parallel disassembly line balancing problem," International Journal of Production Research, Taylor & Francis Journals, vol. 53(6), pages 1849-1865, March.
    2. Yuli Zhang & Zuo-Jun Max Shen & Shiji Song, 2016. "Distributionally Robust Optimization of Two-Stage Lot-Sizing Problems," Production and Operations Management, Production and Operations Management Society, vol. 25(12), pages 2116-2131, December.
    3. Ioana Popescu, 2005. "A Semidefinite Programming Approach to Optimal-Moment Bounds for Convex Classes of Distributions," Mathematics of Operations Research, INFORMS, vol. 30(3), pages 632-657, August.
    4. Nadjib Brahimi & Stéphane Dauzère-Pérès & Najib M. Najid, 2006. "Capacitated Multi-Item Lot-Sizing Problems with Time Windows," Operations Research, INFORMS, vol. 54(5), pages 951-967, October.
    5. Silver, Edward A. & Bischak, Diane P., 2011. "The exact fill rate in a periodic review base stock system under normally distributed demand," Omega, Elsevier, vol. 39(3), pages 346-349, June.
    6. Tarim, S. Armagan & Smith, Barbara M., 2008. "Constraint programming for computing non-stationary (R, S) inventory policies," European Journal of Operational Research, Elsevier, vol. 189(3), pages 1004-1021, September.
    7. Tarim, S. Armagan & Kingsman, Brian G., 2004. "The stochastic dynamic production/inventory lot-sizing problem with service-level constraints," International Journal of Production Economics, Elsevier, vol. 88(1), pages 105-119, March.
    8. Wenqing Chen & Melvyn Sim & Jie Sun & Chung-Piaw Teo, 2010. "From CVaR to Uncertainty Set: Implications in Joint Chance-Constrained Optimization," Operations Research, INFORMS, vol. 58(2), pages 470-485, April.
    9. P. Bonami & M. A. Lejeune, 2009. "An Exact Solution Approach for Portfolio Optimization Problems Under Stochastic and Integer Constraints," Operations Research, INFORMS, vol. 57(3), pages 650-670, June.
    10. Inderfurth, Karl & Vogelgesang, Stephanie & Langella, Ian M., 2015. "How yield process misspecification affects the solution of disassemble-to-order problems," International Journal of Production Economics, Elsevier, vol. 169(C), pages 56-67.
    11. Kalaycılar, Eda Göksoy & Azizoğlu, Meral & Yeralan, Sencer, 2016. "A disassembly line balancing problem with fixed number of workstations," European Journal of Operational Research, Elsevier, vol. 249(2), pages 592-604.
    12. Shahabi, Mehrdad & Unnikrishnan, Avinash & Jafari-Shirazi, Ehsan & Boyles, Stephen D., 2014. "A three level location-inventory problem with correlated demand," Transportation Research Part B: Methodological, Elsevier, vol. 69(C), pages 1-18.
    13. Abraham Grosfeld-Nir & Yigal Gerchak, 2004. "Multiple Lotsizing in Production to Order with Random Yields: Review of Recent Advances," Annals of Operations Research, Springer, vol. 126(1), pages 43-69, February.
    14. Zhang, Zhi-Hai & Jiang, Hai & Pan, Xunzhang, 2012. "A Lagrangian relaxation based approach for the capacitated lot sizing problem in closed-loop supply chain," International Journal of Production Economics, Elsevier, vol. 140(1), pages 249-255.
    15. Can B. Kalayci & Olcay Polat & Surendra M. Gupta, 2016. "A hybrid genetic algorithm for sequence-dependent disassembly line balancing problem," Annals of Operations Research, Springer, vol. 242(2), pages 321-354, July.
    16. Zhi-Hai Zhang & Kang Li, 2015. "A novel probabilistic formulation for locating and sizing emergency medical service stations," Annals of Operations Research, Springer, vol. 229(1), pages 813-835, June.
    17. Pierre Bonami & Miguel A. Lejeune, 2009. "An Exact Solution Approach for Integer Constrained Portfolio Optimization Problems Under Stochastic Constraints," Post-Print hal-00421756, HAL.
    18. Jaehn, Florian, 2016. "Sustainable Operations," European Journal of Operational Research, Elsevier, vol. 253(2), pages 243-264.
    19. Tempelmeier, Horst & Herpers, Sascha, 2011. "Dynamic uncapacitated lot sizing with random demand under a fillrate constraint," European Journal of Operational Research, Elsevier, vol. 212(3), pages 497-507, August.
    20. Barba-Gutierrez, Y. & Adenso-Diaz, B. & Gupta, S.M., 2008. "Lot sizing in reverse MRP for scheduling disassembly," International Journal of Production Economics, Elsevier, vol. 111(2), pages 741-751, February.
    21. Candace Arai Yano & Hau L. Lee, 1995. "Lot Sizing with Random Yields: A Review," Operations Research, INFORMS, vol. 43(2), pages 311-334, April.
    22. V. Daniel R. Guide & Luk N. Van Wassenhove, 2009. "OR FORUM---The Evolution of Closed-Loop Supply Chain Research," Operations Research, INFORMS, vol. 57(1), pages 10-18, February.
    23. R. Giri & M. Kanthababu, 2015. "Generating complete disassembly sequences by utilising two-dimensional views," International Journal of Production Research, Taylor & Francis Journals, vol. 53(17), pages 5118-5138, September.
    24. James H. Bookbinder & Jin-Yan Tan, 1988. "Strategies for the Probabilistic Lot-Sizing Problem with Service-Level Constraints," Management Science, INFORMS, vol. 34(9), pages 1096-1108, September.
    25. Tarim, S. Armagan & Dogru, Mustafa K. & Özen, Ulas & Rossi, Roberto, 2011. "An efficient computational method for a stochastic dynamic lot-sizing problem under service-level constraints," European Journal of Operational Research, Elsevier, vol. 215(3), pages 563-571, December.
    26. Vargas, Vicente, 2009. "An optimal solution for the stochastic version of the Wagner-Whitin dynamic lot-size model," European Journal of Operational Research, Elsevier, vol. 198(2), pages 447-451, October.
    27. H-J Kim & D-H Lee & P Xirouchakis, 2006. "A Lagrangean heuristic algorithm for disassembly scheduling with capacity constraints," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(10), pages 1231-1240, October.
    28. Rossi, Roberto & Tarim, S. Armagan & Hnich, Brahim & Prestwich, Steven, 2011. "A state space augmentation algorithm for the replenishment cycle inventory policy," International Journal of Production Economics, Elsevier, vol. 133(1), pages 377-384, September.
    29. H-J Kim & D-H Lee & P Xirouchakis & O K Kwon, 2009. "A branch and bound algorithm for disassembly scheduling with assembly product structure," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(3), pages 419-430, March.
    30. Kongar, Elif & Gupta, Surendra M., 2006. "Disassembly to order system under uncertainty," Omega, Elsevier, vol. 34(6), pages 550-561, December.
    31. Tempelmeier, Horst, 2011. "A column generation heuristic for dynamic capacitated lot sizing with random demand under a fill rate constraint," Omega, Elsevier, vol. 39(6), pages 627-633, December.
    32. Mayyas, Ahmad & Qattawi, Ala & Omar, Mohammed & Shan, Dongri, 2012. "Design for sustainability in automotive industry: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(4), pages 1845-1862.
    33. Xiaocong Ji & Zhihai Zhang & Simin Huang & Lefei Li, 2016. "Capacitated disassembly scheduling with parts commonality and start-up cost and its industrial application," International Journal of Production Research, Taylor & Francis Journals, vol. 54(4), pages 1225-1243, February.
    34. Rossi, Roberto & Kilic, Onur A. & Tarim, S. Armagan, 2015. "Piecewise linear approximations for the static–dynamic uncertainty strategy in stochastic lot-sizing," Omega, Elsevier, vol. 50(C), pages 126-140.
    35. Tempelmeier, Horst, 2007. "On the stochastic uncapacitated dynamic single-item lotsizing problem with service level constraints," European Journal of Operational Research, Elsevier, vol. 181(1), pages 184-194, August.
    36. Ondemir, Onder & Gupta, Surendra M., 2014. "A multi-criteria decision making model for advanced repair-to-order and disassembly-to-order system," European Journal of Operational Research, Elsevier, vol. 233(2), pages 408-419.
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    6. Slama, Ilhem & Ben-Ammar, Oussama & Thevenin, Simon & Dolgui, Alexandre & Masmoudi, Faouzi, 2022. "Stochastic program for disassembly lot-sizing under uncertain component refurbishing lead times," European Journal of Operational Research, Elsevier, vol. 303(3), pages 1183-1198.

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