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Efficient formation of storage classes for warehouse storage location assignment: A simulated annealing approach

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  • Muppani (Muppant), Venkata Reddy
  • Adil, Gajendra Kumar

Abstract

Class-based storage policy distributes products among a number of classes and for each class it reserves a region within the storage area. The procedures reported in the literature for formation of storage classes primarily consider order-picking cost ignoring storage-space cost. Moreover, in these procedures items are ordered on the basis of their cube per order index (COI), and items are then partitioned into classes maintaining this ordering. This excludes many possible product combinations in forming classes which may result in inferior solutions. In this paper, a simulated annealing algorithm (SAA) is developed to solve an integer programming model for class formation and storage assignment that considers all possible product combinations, storage-space cost and order-picking cost. Computational experience on randomly generated data sets and an industrial case shows that SAA gives superior results than the benchmark dynamic programming algorithm for class formation with COI ordering restriction.

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  • Muppani (Muppant), Venkata Reddy & Adil, Gajendra Kumar, 2008. "Efficient formation of storage classes for warehouse storage location assignment: A simulated annealing approach," Omega, Elsevier, vol. 36(4), pages 609-618, August.
    • Handle: RePEc:eee:jomega:v:36:y:2008:i:4:p:609-618
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    1. Kanet, John J & Ramirez, Richard Gonzalo, 1986. "Optimal stock picking decisions in automatic storage and retrieval systems," Omega, Elsevier, vol. 14(3), pages 239-244.
    2. Warren H. Hausman & Leroy B. Schwarz & Stephen C. Graves, 1976. "Optimal Storage Assignment in Automatic Warehousing Systems," Management Science, INFORMS, vol. 22(6), pages 629-638, February.
    3. Koulamas, C & Antony, SR & Jaen, R, 1994. "A survey of simulated annealing applications to operations research problems," Omega, Elsevier, vol. 22(1), pages 41-56, January.
    4. Wen, Ue-Pyng & Chang, Ding-Tsair, 1988. "Picking rules for a carousel conveyor in an automated warehouse," Omega, Elsevier, vol. 16(2), pages 145-151.
    5. Hassan, Mohsen M. D., 2000. "Toward re-engineering models and algorithms of facility layout," Omega, Elsevier, vol. 28(6), pages 711-723, December.
    6. Marc Goetschalckx & H. Donald Ratliff, 1990. "Shared Storage Policies Based on the Duration Stay of Unit Loads," Management Science, INFORMS, vol. 36(9), pages 1120-1132, September.
    7. Chen, Mu-Chen & Wu, Hsiao-Pin, 2005. "An association-based clustering approach to order batching considering customer demand patterns," Omega, Elsevier, vol. 33(4), pages 333-343, August.
    8. Meir J. Rosenblatt & Amit Eynan, 1989. "Note---Deriving the Optimal Boundaries for Class-Based Automatic Storage/Retrieval Systems," Management Science, INFORMS, vol. 35(12), pages 1519-1524, December.
    9. Chen, Jeng-Fung, 2007. "A hybrid heuristic for the uncapacitated single allocation hub location problem," Omega, Elsevier, vol. 35(2), pages 211-220, April.
    10. Gu, Jinxiang & Goetschalckx, Marc & McGinnis, Leon F., 2007. "Research on warehouse operation: A comprehensive review," European Journal of Operational Research, Elsevier, vol. 177(1), pages 1-21, February.
    11. Li, Suhong & Ragu-Nathan, Bhanu & Ragu-Nathan, T.S. & Subba Rao, S., 2006. "The impact of supply chain management practices on competitive advantage and organizational performance," Omega, Elsevier, vol. 34(2), pages 107-124, April.
    12. Cormier, Gilles & Gunn, Eldon A., 1992. "A review of warehouse models," European Journal of Operational Research, Elsevier, vol. 58(1), pages 3-13, April.
    13. Stephen C. Graves & Warren H. Hausman & Leroy B. Schwarz, 1977. "Storage-Retrieval Interleaving in Automatic Warehousing Systems," Management Science, INFORMS, vol. 23(9), pages 935-945, May.
    14. Rouwenhorst, B. & Reuter, B. & Stockrahm, V. & van Houtum, G. J. & Mantel, R. J. & Zijm, W. H. M., 2000. "Warehouse design and control: Framework and literature review," European Journal of Operational Research, Elsevier, vol. 122(3), pages 515-533, May.
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    11. Syam, Siddhartha S. & Côté, Murray J., 2010. "A location-allocation model for service providers with application to not-for-profit health care organizations," Omega, Elsevier, vol. 38(3-4), pages 157-166, June.
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