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Multistage Lot Sizing Problems via Randomized Rounding

Author

Listed:
  • Chung-Piaw Teo

    (Department of Decision Sciences, Faculty of Business Administration, National University of Singapore)

  • Dimitris Bertsimas

    (Sloan School of Management and Operations Research Center, MIT, Cambridge, Massachusetts 02139)

Abstract

We study the classical multistage lot sizing problem that arises in distribution and inventory systems. A celebrated result in this area is the 94% and 98% approximation guarantee provided by power-of-two policies. In this paper, we propose a simple randomized rounding algorithm to establish these performance bounds. We use this new technique to extend several results for the capacitated lot sizing problems to the case with submodular ordering cost. For the joint replenishment problem under a fixed base period model, we construct a 95.8% approximation algorithm to the (possibly dynamic) optimal lot sizing policy. The policies constructed are stationary but not necessarily of the power-of-two type. This shows that for the fixed based planning model, the class of stationary policies is within 95.8% of the optimum, improving on the previously best known 94% approximation guarantee.

Suggested Citation

  • Chung-Piaw Teo & Dimitris Bertsimas, 2001. "Multistage Lot Sizing Problems via Randomized Rounding," Operations Research, INFORMS, vol. 49(4), pages 599-608, August.
  • Handle: RePEc:inm:oropre:v:49:y:2001:i:4:p:599-608
    DOI: 10.1287/opre.49.4.599.11222
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    References listed on IDEAS

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    Cited by:

    1. Danny Segev, 2014. "An Approximate Dynamic-Programming Approach to the Joint Replenishment Problem," Mathematics of Operations Research, INFORMS, vol. 39(2), pages 432-444, May.
    2. Levi DeValve & Saša Pekeč & Yehua Wei, 2020. "A Primal-Dual Approach to Analyzing ATO Systems," Management Science, INFORMS, vol. 66(11), pages 5389-5407, November.
    3. Retsef Levi & Thomas Magnanti & Jack Muckstadt & Danny Segev & Eric Zarybnisky, 2014. "Maintenance scheduling for modular systems: Modeling and algorithms," Naval Research Logistics (NRL), John Wiley & Sons, vol. 61(6), pages 472-488, September.
    4. Tamar Cohen-Hillel & Liron Yedidsion, 2018. "The Periodic Joint Replenishment Problem Is Strongly 𝒩𝒫-Hard," Mathematics of Operations Research, INFORMS, vol. 43(4), pages 1269-1289, November.
    5. Jia Shu, 2010. "An Efficient Greedy Heuristic for Warehouse-Retailer Network Design Optimization," Transportation Science, INFORMS, vol. 44(2), pages 183-192, May.

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