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Metaheuristic for the Multiple Level Warehouse Layout Problem

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Modeling and Simulation in Engineering, Economics and Management (MS 2012)

Abstract

In this paper, we introduce an ant colony optimization (ACO) algorithm for solving the NP-hard Multiple Level Warehouse Layout Problem (MLWLP). The problem description consists of a warehouse made up of several levels, each divided into a known number of cells, and different product types need to be allocated while respecting the capacity constraints. There is one I/O port located at different horizontal distances from each cell, and the objective is to minimize the total horizontal and vertical costs. The ACO comprises two stages, and its performance is evaluated by comparing its solutions to that of Branch and Bound (B&B) and Genetic Algorithm (GA). Experimental results show that ACO attains optimal solutions for small problems, and superior solutions to B&B and GA for larger problems.

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References

  1. Buffa, E.S., Armour, G.C., Vollmann, T.E.: Allocating Facilities with Craft. Harvard Business Review 42, 136–158 (1964)

    Google Scholar 

  2. Doga, B., Onut, S., Tuzkaya, U.R.: A particle swarm optimization algorithm for the multiple-level warehouse layout design problem. Computers and Industrial Engineering 54(4), 783–799 (2008)

    Article  Google Scholar 

  3. Foulds, L.R.: Techniques for facilities layout: Deciding which pairs of activities should be adjacent. Management Science 29(2), 1414–1426 (1983)

    Article  MATH  Google Scholar 

  4. Glover, F.: Scatter Search and Path Relinking. In: Corne, D., Dorigo, M., Glover, F. (eds.) New Ideas in Optimisation. Wiley (1999)

    Google Scholar 

  5. Johnson, R.V.: SPACECRAFT for multi-floor layout planning. Management Science 30(5), 648–649 (1982)

    Google Scholar 

  6. Kusiak, A., Heragu, S.S.: The Facility Layout Problem. European Journal of Operation Research 29(3), 229–251 (1987)

    Article  MathSciNet  MATH  Google Scholar 

  7. Savic, A., Dragan, M., Filipovic, V., Stanimirovic, Z.: A genetic algorithm for solving multiple warehouse layout problem. Kragujevac Journal of Mathematics 35(1), 119–138 (2011)

    MathSciNet  Google Scholar 

  8. Scriabin, M., Vergin, R.C.: Computer and visual methods for plant layout-A rejoinder. Management Science 23(l), 105 (1976)

    Google Scholar 

  9. Yang, L., Feng, Y.: Fuzzy multi-level warehouse layout problem: New model and algorithm. Journal of Systems Science and Systems Engineering 15(4), 493–503 (2006)

    Article  Google Scholar 

  10. Zhang, G.Q., Lai, K.K.: A Combining path relinking and genetic algorithms for the multiple-level warehouse layout problem. European Journal of Operational Research 169(2), 413–425 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  11. Zhang, G.Q., Lai, K.K.: Tabu search approach for multi-level warehouse layout problem with adjacent constraints. Engineering Optimization 42(6), 775–790 (2010)

    Article  MathSciNet  Google Scholar 

  12. Zhang, G.Q., Xue, J., Lai, K.K.: Layout design for a paper reel warehouse: A two-stage heuristic approach. International Journal of Production Research 40(3), 731–744 (2002)

    Article  MATH  Google Scholar 

  13. Zhang, G.Q., Xue, J., Lai, K.K.: Layout design for a paper reel warehouse: A two-stage heuristic approach. International Journal of Production Economics 75(3), 231–243 (2002)

    Article  Google Scholar 

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© 2012 Springer-Verlag Berlin Heidelberg

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El Khoury, C., Arnaout, JP. (2012). Metaheuristic for the Multiple Level Warehouse Layout Problem. In: Engemann, K.J., Gil-Lafuente, A.M., Merigó, J.M. (eds) Modeling and Simulation in Engineering, Economics and Management. MS 2012. Lecture Notes in Business Information Processing, vol 115. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30433-0_24

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  • DOI: https://doi.org/10.1007/978-3-642-30433-0_24

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-30432-3

  • Online ISBN: 978-3-642-30433-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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