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Near-Optimal Solution of Generalized Resource Allocation Problems with Large Capacities

Author

Listed:
  • Steven T. Hackman

    (Georgia Institute of Technology, Atlanta, Georgia)

  • Loren K. Platzman

    (Georgia Institute of Technology, Atlanta, Georgia)

Abstract

We consider problems of allocating resources to activities where the allocation to each activity is restricted to a general set of admissible values, the objective function is additively-separable but not necessarily concave nor differentiable, and each activity uses at most one resource. We develop a simple algorithm, based on a nonsmooth convex relaxation, that generates a near-optimal solution whenever each allocation is a small fraction of resource capacity.

Suggested Citation

  • Steven T. Hackman & Loren K. Platzman, 1990. "Near-Optimal Solution of Generalized Resource Allocation Problems with Large Capacities," Operations Research, INFORMS, vol. 38(5), pages 902-910, October.
    • Handle: RePEc:inm:oropre:v:38:y:1990:i:5:p:902-910
    DOI: 10.1287/opre.38.5.902
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    Cited by:

    1. de Brito, M.P. & de Koster, M.B.M., 2003. "Product Return Handling," ERIM Report Series Research in Management ERS-2003-013-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    2. J-J Huang & G-H Tzeng & C-S Ong, 2006. "Choosing best alliance partners and allocating optimal alliance resources using the fuzzy multi-objective dummy programming model," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(10), pages 1216-1223, October.
    3. Walter, Rico & Boysen, Nils & Scholl, Armin, 2013. "The discrete forward–reserve problem – Allocating space, selecting products, and area sizing in forward order picking," European Journal of Operational Research, Elsevier, vol. 229(3), pages 585-594.
    4. Dreyfuss, Michael & Giat, Yahel, 2017. "Optimal spares allocation to an exchangeable-item repair system with tolerable wait," European Journal of Operational Research, Elsevier, vol. 261(2), pages 584-594.
    5. Wutthisirisart, Phichet & Sir, Mustafa Y. & Noble, James S., 2015. "The two-warehouse material location selection problem," International Journal of Production Economics, Elsevier, vol. 170(PC), pages 780-789.
    6. de Koster, M.B.M. & Le-Duc, T. & Roodbergen, K.J., 2006. "Design and Control of Warehouse Order Picking: a literature review," ERIM Report Series Research in Management ERS-2006-005-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    7. Dragan Djurdjević & Nenad Bjelić & Dražen Popović & Milan Andrejić, 2022. "A Combined Dynamic Programming and Simulation Approach to the Sizing of the Low-Level Order-Picking Area," Mathematics, MDPI, vol. 10(20), pages 1-23, October.
    8. Simon Emde, 2017. "Scheduling the replenishment of just-in-time supermarkets in assembly plants," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 39(1), pages 321-345, January.
    9. van den Berg, Jeroen P. & Sharp, Gunter P. & Gademann, A. J. R. M. (Noud) & Pochet, Yves, 1998. "Forward-reserve allocation in a warehouse with unit-load replenishments," European Journal of Operational Research, Elsevier, vol. 111(1), pages 98-113, November.
    10. de Koster, Rene & Le-Duc, Tho & Roodbergen, Kees Jan, 2007. "Design and control of warehouse order picking: A literature review," European Journal of Operational Research, Elsevier, vol. 182(2), pages 481-501, October.
    11. Lee, Zu-Hsu & Deng, Shiming & Lin, Beixin & Yang, James G.S., 2010. "Decision model and analysis for investment interest expense deduction and allocation," European Journal of Operational Research, Elsevier, vol. 200(1), pages 268-280, January.
    12. Renato de Matta & Vernon Ning Hsu & Timothy J. Lowe, 1999. "The selection allocation problem," Naval Research Logistics (NRL), John Wiley & Sons, vol. 46(6), pages 707-725, September.
    13. Dreyfuss, Michael & Giat, Yahel, 2019. "Allocating spares to maximize the window fill rate in a periodic review inventory system," International Journal of Production Economics, Elsevier, vol. 214(C), pages 151-162.

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    Keywords

    programming: nonlinear algorithms;

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