Improved starting solutions for the planar p-median problem

Authors

  • Jack Brimberg Department of Mathematics and Computer Science, Royal Military College of Canada, Kingston, Canada
  • Zvi Drezner Steven G. Mihaylo College of Business and Economics, California State University, Fullerton, USA

DOI:

https://doi.org/10.2298/YJOR200315008B

Keywords:

facility location, planar p-median, continuous location

Abstract

In this paper we present two new approaches for finding good starting solutions to the planar p-median problem. Both methods rely on a discrete approximation of the continuous model that restricts the facility locations to the given set of demand points. The first method adapts the first phase of a greedy random construction algorithm proposed for the minimum sum of squares clustering problem. The second one implements a simple descent procedure based on vertex exchange. The resulting solution is then used as a starting point in a local search heuristic that iterates between the well-known Cooper’s alternating locate-allocate method and a transfer follow-up step with a new and more effective selection rule. Extensive computational experiments show that (1) using good starting solutions can significantly improve the performance of local search, and (2) using a hybrid algorithm that combines good starting solutions with a \deep" local search can be an effective strategy for solving a diversity of planar p-median problems.

References

Brimberg, J., Drezner, Z., "A new heuristic for solving the p-median problem in the plane", Computers & Operations Research, 40 (2013) 427437.

Brimberg, J., Drezner, Z., Mladenović, N., Salhi, S., "A new local search for continuous location problems", European Journal of Operational Research, 232 (2014) 256265.

Brimberg, J., Hansen, P., Mladenovic, N., Taillard, E., "Improvements and comparison of heuristics for solving the uncapacitated multisource Weber problem", Operations Research, 48 (2000) 444460.

Brimberg, J., Hansen, P., Mladenovic, N., Salhi, S., "A survey of solution methods for the continuous location allocation problem", International Journal of Operations Research, 5 (2008) 112.

Brimberg, J., Hodgson, M. J., "Heuristics for location models", In Eiselt, H. A., Marianov, V., eds., Foundations of Location Analysis: International Series in Operations Research & Management Science, Vol. 155, Springer, New York, NY, (2011) 335355.

Brimberg, J., Salhi, S., "A general framework for local search applied to the continuous p-median problem", In Eiselt, H. A., Marianov, V., eds., Contributions to Location Analysis- In Honor of Zvi Drezner's 75th Birthday, (2019) 89108. Springer.

Church, R. L., "Understanding the Weber location paradigm", In Eiselt, H. A., Marianov, V., eds., Contributions to Location Analysis- In Honor of Zvi Drezner's 75th Birthday, (2019) 6988. Springer.

Cooper, L., "Location-allocation problems", Operations Research, 11 (3) (1963) 331343.

Cooper, L., "Heuristic methods for location-allocation problems", SIAM Review, 6 (1) (1964) 3753.

Densham, P. J., Rushton, G., "A more efficient heuristic for solving large p-median problems", Papers in Regional Science, 71 (1992) 307329.

Drezner, T., Drezner, Z., Kalczynski, P., "The planar multifacility collection depots location problem", Computers and Operations Research, 102 (2019) 121129.

Drezner, Z., Brimberg, J., Salhi, S., Mladenović, N., "New heuristic algorithms for solving the planar p-median problem", Computers & Operations Research, 62 (2015) 296304.

Drezner, Z., Brimberg, J., Salhi, S., Mladenovic, N., "New local searches for solving the multi-source Weber problem", Annals of Operations Research, 246 (2016) 181203.

Drezner, Z., Drezner, T. D., "Biologically inspired parent selection in genetic algorithms", Annals of Operations Research, 287 (2020) 161183.

Drezner, Z., Kalczynski, P., Salhi, S., "The multiple obnoxious facilities location problem on the plane: A Voronoi based heuristic", OMEGA: The International Journal of Management Science, 87 (2019b) 105116.

Drezner, Z., Klamroth, K., Schobel, A., Wesolowsky, G. O., "The Weber problem", In Drezner, Z., Hamacher, H. W., editors, Facility Location: Applications and Theory, Springer, Berlin, (2002) 136.

Drezner, Z., Salhi, S., "Incorporating neighborhood reduction for the solution of the planar p-median problem", Annals of Operations Research, 258 (2) (2017) 639654.

Feo, T. A., Resende, M. G., "Greedy randomized adaptive search procedures", Journal of Global Optimization, 6 (1995) 109133.

Francis, R., McGinnis, L., White, J., "Facility layout and location: an analytical approach", Prentice Hall, 2nd edition, 1992.

Glover, F., Laguna, M., "Tabu Search", Kluwer Academic Publishers, Boston, 1997.

Goldberg, D. E., "Genetic algorithms", Pearson Education, Delhi, India, 2006.

Hansen, P., Mladenović, N., "Variable neighborhood search for the p-median", Location Science, 5 (1997) 207226.

Hansen, P., Mladenović, N., Taillard, E., "Heuristic solution of the multisource Weber problem as a p-median problem", Operations Research Letters, 22 (1998) 5562.

Holland, J. H., "Adaptation in Natural and Artificial Systems", University of Michigan Press, Ann Arbor, MI, 1975.

Kalczynski, P., Brimberg, J., Drezner, Z., "The importance of good starting solutions in the minimum sum of squares clustering problem", in: review, arXiv:2004.04593 [cs.LG].(2020a).

Kalczynski, P., Goldstein, Z., Drezner, Z., "Partitioning items into mutually exclusive groups", in: review, arXiv:2002.11536 [math.OC].(2020b).

Kuenne, R. E., Soland, R. M., "Exact and approximate solutions to the multisource Weber problem", Mathematical Programming, 3 (1972) 193209.

Love, R. F., Morris, J. G., Wesolowsky, G. O., "Facilities Location: Models & Methods", North Holland, New York, NY, 1988.

Megiddo, N., Supowit, K., "On the complexity of some common geometric location problems", SIAM Journal on Computing, 18 (1984) 182196.

Mladenović, N., Hansen, P., "Variable neighborhood search", Computers & Operations Research, 24 (1997) 10971100.

Reinelt, G., "TSLIB a traveling salesman library", ORSA Journal on Computing, 3 (1991) 376384.

Teitz, M. B., Bart, P., "Heuristic methods for estimating the generalized vertex median of a weighted graph", Operations Research, 16 (1968) 955961.

Weber, A., "Uber den Standort der Industrien, 1. Teil: Reine Theorie des Standortes. English Translation: on the Location of Industries", University of Chicago Press, Chicago, IL, Translation published in 1929 (1909).

Wesolowsky, G. O., "The Weber problem: History and perspectives", Location Science, 1 (1993) 523.

Whitaker, R., "A fast algorithm for the greedy interchange for large-scale clustering and median location problems", INFOR, 21 (1983) 95108.

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Published

2021-02-01

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Research Articles