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Strategic Safety-Stock Placement in Supply Chains with Capacity Constraints

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  • Stephen C. Graves

    (A. P. Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139)

  • Tor Schoenmeyr

    (A. P. Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139)

Abstract

We generalize the guaranteed-service (GS) model for safety-stock placement in supply chains to include capacity constraints. We first examine the guaranteed-service model for a capacitated single-stage system with bounded demand. We characterize the optimal inventory policy, which depends on the entire demand history. Due to this complexity, we develop a heuristic, namely a constant base-stock policy with censored ordering. This is an order-up-to policy but with its replenishment orders censored by the capacity constraint. We refer to this heuristic as the modified constant base-stock policy (MCBS). We use a numerical experiment to compare the performance of the heuristic policy to the optimal policy. We find that the performance of the heuristic relative to the optimal policy improves with a tighter capacity constraint. We also observe that the performance of the heuristic itself can sometimes be improved by tightening the capacity constraint. We then use the results for a single-stage system to model a multistage serial system that operates with a constant base-stock policy with censored ordering, i.e., an MCBS policy. We show how to adapt the existing dynamic programming algorithm for the unconstrained case to solve for the safety-stock locations and base-stock levels in a capacitated serial system. We describe how to extend this model to other supply chain topologies. We report on numerical tests for serial systems and find that the best MCBS policy in a capacitated system can outperform the best constant base-stock policy in an identical but uncapacitated system.

Suggested Citation

  • Stephen C. Graves & Tor Schoenmeyr, 2016. "Strategic Safety-Stock Placement in Supply Chains with Capacity Constraints," Manufacturing & Service Operations Management, INFORMS, vol. 18(3), pages 445-460, July.
  • Handle: RePEc:inm:ormsom:v:18:y:2016:i:3:p:445-460
    DOI: 10.1287/msom.2016.0577
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    References listed on IDEAS

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    1. Sean P. Willems, 2008. "Data Set--Real-World Multiechelon Supply Chains Used for Inventory Optimization," Manufacturing & Service Operations Management, INFORMS, vol. 10(1), pages 19-23, February.
    2. Andrew J. Clark & Herbert Scarf, 2004. "Optimal Policies for a Multi-Echelon Inventory Problem," Management Science, INFORMS, vol. 50(12_supple), pages 1782-1790, December.
    3. Ganesh Janakiraman & John A. Muckstadt, 2009. "A Decomposition Approach for a Class of Capacitated Serial Systems," Operations Research, INFORMS, vol. 57(6), pages 1384-1393, December.
    4. Inderfurth, Karl, 1991. "Safety stock optimization in multi-stage inventory systems," International Journal of Production Economics, Elsevier, vol. 24(1-2), pages 103-113, November.
    5. Corey Billington & Gianpaolo Callioni & Barrett Crane & John D. Ruark & Julie Unruh Rapp & Trace White & Sean P. Willems, 2004. "Accelerating the Profitability of Hewlett-Packard's Supply Chains," Interfaces, INFORMS, vol. 34(1), pages 59-72, February.
    6. Woonghee Tim Huh & Ganesh Janakiraman & Mahesh Nagarajan, 2010. "Technical Note ---Capacitated Serial Inventory Systems: Sample Path and Stability Properties Under Base-Stock Policies," Operations Research, INFORMS, vol. 58(4-part-1), pages 1017-1022, August.
    7. Stephen C. Graves & Sean P. Willems, 2008. "Strategic Inventory Placement in Supply Chains: Nonstationary Demand," Manufacturing & Service Operations Management, INFORMS, vol. 10(2), pages 278-287, March.
    8. Paul Glasserman & Sridhar Tayur, 1996. "A simple approximation for a multistage capacitated production‐inventory system," Naval Research Logistics (NRL), John Wiley & Sons, vol. 43(1), pages 41-58, February.
    9. Steffen T. Klosterhalfen & Stefan Minner & Sean P. Willems, 2014. "Strategic Safety Stock Placement in Supply Networks with Static Dual Supply," Manufacturing & Service Operations Management, INFORMS, vol. 16(2), pages 204-219, May.
    10. Guillermo Gallego & L. Beril Toktay, 2004. "All-or-Nothing Ordering Under a Capacity Constraint," Operations Research, INFORMS, vol. 52(6), pages 1001-1002, December.
    11. Stephen C. Graves & Sean P. Willems, 2000. "Optimizing Strategic Safety Stock Placement in Supply Chains," Manufacturing & Service Operations Management, INFORMS, vol. 2(1), pages 68-83, June.
    12. Kenneth F. Simpson, 1958. "In-Process Inventories," Operations Research, INFORMS, vol. 6(6), pages 863-873, December.
    13. Diks, E. B. & de Kok, A. G. & Lagodimos, A. G., 1996. "Multi-echelon systems: A service measure perspective," European Journal of Operational Research, Elsevier, vol. 95(2), pages 241-263, December.
    14. Tor Schoenmeyr & Stephen C. Graves, 2009. "Strategic Safety Stocks in Supply Chains with Evolving Forecasts," Manufacturing & Service Operations Management, INFORMS, vol. 11(4), pages 657-673, March.
    15. Diwakar Gupta & N. Selvaraju, 2006. "Performance Evaluation and Stock Allocation in Capacitated Serial Supply Systems," Manufacturing & Service Operations Management, INFORMS, vol. 8(2), pages 169-191, July.
    16. Salal Humair & Sean P. Willems, 2006. "Optimizing Strategic Safety Stock Placement in Supply Chains with Clusters of Commonality," Operations Research, INFORMS, vol. 54(4), pages 725-742, August.
    17. Paul Glasserman & Sridhar Tayur, 1994. "The Stability of a Capacitated, Multi-Echelon Production-Inventory System Under a Base-Stock Policy," Operations Research, INFORMS, vol. 42(5), pages 913-925, October.
    18. Paul Glasserman & Sridhar Tayur, 1995. "Sensitivity Analysis for Base-Stock Levels in Multiechelon Production-Inventory Systems," Management Science, INFORMS, vol. 41(2), pages 263-281, February.
    19. Salal Humair & Sean P. Willems, 2011. "TECHNICAL NOTE---Optimizing Strategic Safety Stock Placement in General Acyclic Networks," Operations Research, INFORMS, vol. 59(3), pages 781-787, June.
    20. Eruguz, Ayse Sena & Sahin, Evren & Jemai, Zied & Dallery, Yves, 2016. "A comprehensive survey of guaranteed-service models for multi-echelon inventory optimization," International Journal of Production Economics, Elsevier, vol. 172(C), pages 110-125.
    21. Ingrid Farasyn & Salal Humair & Joel I. Kahn & John J. Neale & Oscar Rosen & John Ruark & William Tarlton & Wim Van de Velde & Glenn Wegryn & Sean P. Willems, 2011. "Inventory Optimization at Procter & Gamble: Achieving Real Benefits Through User Adoption of Inventory Tools," Interfaces, INFORMS, vol. 41(1), pages 66-78, February.
    22. Gallego, Guillermo & Scheller-Wolf, Alan, 2000. "Capacitated inventory problems with fixed order costs: Some optimal policy structure," European Journal of Operational Research, Elsevier, vol. 126(3), pages 603-613, November.
    23. Dimitris Bertsimas & Aurélie Thiele, 2006. "A Robust Optimization Approach to Inventory Theory," Operations Research, INFORMS, vol. 54(1), pages 150-168, February.
    24. Rodney P. Parker & Roman Kapuscinski, 2004. "Optimal Policies for a Capacitated Two-Echelon Inventory System," Operations Research, INFORMS, vol. 52(5), pages 739-755, October.
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