IDEAS home Printed from https://ideas.repec.org/a/inm/oropre/v49y2001i4p599-608.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/opre.49.4.599.11222
    Download Restriction: no

    File URL: https://libkey.io/10.1287/opre.49.4.599.11222?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Lu Lu & Marc E. Posner, 1994. "Approximation Procedures for the One-Warehouse Multi-Retailer System," Management Science, INFORMS, vol. 40(10), pages 1305-1316, October.
    2. Gregory Dobson, 1987. "The Economic Lot-Scheduling Problem: Achieving Feasibility Using Time-Varying Lot Sizes," Operations Research, INFORMS, vol. 35(5), pages 764-771, October.
    3. A. Federgruen & Yu-Sheng Zheng, 1993. "Optimal Power-of-Two Replenishment Strategies in Capacitated General Production/Distribution Networks," Management Science, INFORMS, vol. 39(6), pages 710-727, June.
    4. Robin Roundy, 1989. "Rounding Off to Powers of Two in Continuous Relaxations of Capacitated Lot Sizing Problems," Management Science, INFORMS, vol. 35(12), pages 1433-1442, December.
    5. Peter L. Jackson & William L. Maxwell & John A. Muckstadt, 1988. "Determining Optimal Reorder Intervals in Capacitated Production-Distribution Systems," Management Science, INFORMS, vol. 34(8), pages 938-958, August.
    6. Derek Atkins & Daning Sun, 1995. "98%-Effective Lot Sizing for Series Inventory Systems with Backlogging," Operations Research, INFORMS, vol. 43(2), pages 335-345, April.
    7. Robin Roundy, 1985. "98%-Effective Integer-Ratio Lot-Sizing for One-Warehouse Multi-Retailer Systems," Management Science, INFORMS, vol. 31(11), pages 1416-1430, November.
    8. Peter L. Jackson & Robin O. Roundy, 1991. "Minimizing Separable Convex Objectives on Arbitrarily Directed Trees of Variable Upper Bound Constraints," Mathematics of Operations Research, INFORMS, vol. 16(3), pages 504-533, August.
    9. William L. Maxwell & John A. Muckstadt, 1985. "Establishing Consistent and Realistic Reorder Intervals in Production-Distribution Systems," Operations Research, INFORMS, vol. 33(6), pages 1316-1341, December.
    10. Robin Roundy, 1986. "A 98%-Effective Lot-Sizing Rule for a Multi-Product, Multi-Stage Production / Inventory System," Mathematics of Operations Research, INFORMS, vol. 11(4), pages 699-727, November.
    11. Derek Atkins & Maurice Queyranne & Daning Sun, 1992. "Lot Sizing Policies for Finite Production Rate Assembly Systems," Operations Research, INFORMS, vol. 40(1), pages 126-141, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Li, Xiuhui & Wang, Qinan, 2007. "Coordination mechanisms of supply chain systems," European Journal of Operational Research, Elsevier, vol. 179(1), pages 1-16, May.
    2. Kimms, Alf & Drexl, Andreas, 1996. "Multi-level lot sizing: A literature survey," Manuskripte aus den Instituten für Betriebswirtschaftslehre der Universität Kiel 405, Christian-Albrechts-Universität zu Kiel, Institut für Betriebswirtschaftslehre.
    3. Boissiere, J. & Frein, Y. & Rapine, C., 2008. "Optimal stationary policies in a 3-stage serial production-distribution logistic chain facing constant and continuous demand," European Journal of Operational Research, Elsevier, vol. 186(2), pages 608-619, April.
    4. Adeinat, Hamza & Pazhani, Subramanian & Mendoza, Abraham & Ventura, Jose A., 2022. "Coordination of pricing and inventory replenishment decisions in a supply chain with multiple geographically dispersed retailers," International Journal of Production Economics, Elsevier, vol. 248(C).
    5. Boissière, J. & Frein, Y. & Rapine, C., 2008. "Lot-sizing in a serial distribution system with capacitated in-system production flow," International Journal of Production Economics, Elsevier, vol. 112(1), pages 483-494, March.
    6. Qinan Wang, 2001. "Coordinating Independent Buyers in a Distribution System to Increase a Vendor's Profits," Manufacturing & Service Operations Management, INFORMS, vol. 3(4), pages 337-348, May.
    7. Wang, Qinan & Chay, Yiowmin & Wu, Zhang, 2011. "Streamlining inventory flows with time discounts to improve the profits of a decentralized supply chain," International Journal of Production Economics, Elsevier, vol. 132(2), pages 230-239, August.
    8. Julien Bramel & Shobhna Goyal & Paul Zipkin, 2000. "Coordination of Production/Distribution Networks with Unbalanced Leadtimes," Operations Research, INFORMS, vol. 48(4), pages 570-577, August.
    9. Shiman Ding & Philip M. Kaminsky, 2020. "Centralized and Decentralized Warehouse Logistics Collaboration," Manufacturing & Service Operations Management, INFORMS, vol. 22(4), pages 812-831, July.
    10. Luca Bertazzi & Maria Grazia Speranza & Walter Ukovich, 2000. "Exact and Heuristic Solutions for a Shipment Problem with Given Frequencies," Management Science, INFORMS, vol. 46(7), pages 973-988, July.
    11. Chu, Chi-Leung & Leon, V. Jorge, 2008. "Power-of-two single-warehouse multi-buyer inventory coordination with private information," International Journal of Production Economics, Elsevier, vol. 111(2), pages 562-574, February.
    12. Mark Goh & Ou Jihong & Teo Chung‐Piaw, 2001. "Warehouse sizing to minimize inventory and storage costs," Naval Research Logistics (NRL), John Wiley & Sons, vol. 48(4), pages 299-312, June.
    13. Bertazzi, Luca & Speranza, Maria Grazia, 2005. "Improved rounding procedures for the discrete version of the capacitated EOQ problem," European Journal of Operational Research, Elsevier, vol. 166(1), pages 25-34, October.
    14. Guillermo Gallego & Robin Roundy, 1992. "The economic lot scheduling problem with finite backorder costs," Naval Research Logistics (NRL), John Wiley & Sons, vol. 39(5), pages 729-739, August.
    15. Bertazzi, Luca, 2003. "Rounding off the optimal solution of the economic lot size problem," International Journal of Production Economics, Elsevier, vol. 81(1), pages 385-392, January.
    16. Erenguc, S. Selcuk & Simpson, N. C. & Vakharia, Asoo J., 1999. "Integrated production/distribution planning in supply chains: An invited review," European Journal of Operational Research, Elsevier, vol. 115(2), pages 219-236, June.
    17. Wee, H. M. & Yang, P. C., 2004. "The optimal and heuristic solutions of a distribution network," European Journal of Operational Research, Elsevier, vol. 158(3), pages 626-632, November.
    18. Lee, Dong Joo & Jeong, In-Jae, 2010. "A distributed coordination for a single warehouse-multiple retailer problem under private information," International Journal of Production Economics, Elsevier, vol. 125(1), pages 190-199, May.
    19. Daning Sun & Maurice Queyranne, 2002. "Production and Inventory Model Using Net Present Value," Operations Research, INFORMS, vol. 50(3), pages 528-537, June.
    20. Wen-Tsung Ho & Shu-Fang Lai & Yun-Kuei Huang, 2014. "An Optimal Mixed Batch Shipment Policy for Multiple Items in a Single-Supplier Multiple-Retailer Integrated System," Journal of Optimization Theory and Applications, Springer, vol. 160(2), pages 636-658, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:oropre:v:49:y:2001:i:4:p:599-608. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.