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Grasp Embedded Scatter Search for the Multicommodity Capacitated Network Design Problem

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Abstract

A GRASP embedded Scatter Search is developed for the multicommodity capacitated network design problem. Difficulty for this problem arises from the fact that selection of the optimal network design is an NP-complete combinatorial problem. There exist no polynomial exact algorithms which can solve this problem in a reasonable period of time for realistically sized instances. In such cases, heuristic procedures are commonly used. Two strategies were designed for GRASP: a traditional approach and a memory based technique. As for Scatter Search, 5 different strategies were used to update the reference set. Computational results on a large set of randomly generated instances show the convenience of the proposed procedures.

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References

  • Alvarez, A., J.L. González-Velarde, and K. De Alba. (2001). “Scatter Search for the Multicommodity Capacited Network Design Problem.” In Proceeding of 6th Annual International Conference on Industrial Engineering–Theory, Aplications and Practice, San Francisco, CA, USA.

  • Argüello, M.F., J.F. Bard, and G. Yu. (1997). “A Grasp for Aircraft Routing in Response to Groundings and Delays.” Journal of Combinatorial Optimization 1(3), 211–228.

    Article  Google Scholar 

  • Arráiz, E., A. Martínez, O. Meza, and M. Ortega. (2001). “GRASP and Tabu Search Algorithms for Computing the Forwarding Index in a Graph.” In Proceedings of MIC 2001, Porto, Portugal, July, pp. 367–370.

  • Balakrishnan, A. and T.L. Magnanti. (1989). “A Dual Ascent Procedure for Large-Scale Uncapacitated Network Design.” Operations Research 37(5), 716–740.

    Google Scholar 

  • Binato, S., W.J. Hery, D. Loewenstern, and M.G.C. Resende. (2002). “A Greedy Randomized Adaptive Search Procedure for Job Shop Scheduling.” In Ribeiro, C. and Hansen, P. (eds.), Essays and Surveys on Metaheuristics, Kluwer, Boston, USA, pp. 58–79.

    Google Scholar 

  • Campos, V., M. Laguna, and R. Martí. (1999). “Scatter Search for the Linear Ordering Problem.” In D. Corne, M. Dorigo, and F. Glover (eds.), New Ideas in Optimization, McGraw-Hill: New York, USA, pp. 331–339.

    Google Scholar 

  • Chardaire, P., G.P. McKeown, and J.A. Maki. (2001). “Application of GRASP to the Multiconstraint Knapsack Problem.” In E.J.W. Boers, J. Gottlieb, P.L. Lanzi, R.E. Smith, S. Cagnoni, E. Hart, G.R. Raidl, and H. Tijink, (eds.), Applications of Evolutionary Computing, Lecture Notes in Computer Science, Vol. 2037, Springer, Heidelberg: Germany, pp. 30–39.

    Google Scholar 

  • CPLEX Optimization, Inc. (1999). ILOG CPLEX 7.1 Reference Manual. Incline Village, NV: USA.

    Google Scholar 

  • Crainic, T.G., A. Frangioni, and B. Gendron. (2001). “Bundle-Based Relaxation Methods for Multicommodity Capacitated Fixed Charge Network Design.” Discrete Applied Mathematics 112(1–3), 73–79.

    Article  Google Scholar 

  • Crainic, T.G., M. Gendreau, and J. Farvolden. (2000). “A Simplex-Based Tabu Search Method for Capacitated Network Design.” INFORMS Journal on Computing 12(3), 223–236.

    Article  MathSciNet  Google Scholar 

  • Delgado, C., M. Laguna, and J. Pacheco. (2004). “Minimizing Labor Requirements in a Periodic Vehicle Loading Problem.” To appear in Computational Optimization and Applications.

  • Feo, T.A. and M.G.C. Resende. (1989). “A Probabilistic Heuristic for a Computationally Difficult Set Covering Problem.” Operations Research Letters 8(2), 67–71.

    Article  Google Scholar 

  • Feo, T.A. and M.G.C. Resende. (1995). “Greedy Randomized Aaptive Search Procedures.” Journal of Global Optimization 6(2), 109–133.

    Article  MathSciNet  Google Scholar 

  • Fernández, E. and R. Martí. (1999). “GRASP for Seam Drawing in Mosaicking of Aerial Photographic Maps.” Journal of Heuristics 5(1), 81–197.

    Google Scholar 

  • Fleurent, C. and F. Glover. (1999) “Improved Constructive Multistart Strategies for the Quadratic Assignment Problem using Adaptive Memory.” INFORMS Journal on Computing 11(2), 198–204.

    MathSciNet  Google Scholar 

  • Gendron, B. and T.G. Crainic. (1996). “Bounding Procedures for Multicommodity Capacitated Fixed Charge Network Design Problems.” Publication CRT-96-06. Centre de Recherche sur le Transport, Université de Montréal, Montreal, Canada, January.

  • Gendron, B. and T.G. Crainic. (1994a). “Parallel Implementations of Bounding Procedures for Multicommodity Capacitated Network Design Problems.” Publication CRT-94-45. Centre de Recherche sur le Transport, Université de Montréal, Montreal, Canada, September.

  • Gendron, B. and T.G. Crainic. (1994b). “Relaxations for Multicommodity Capacitated Network Design Problems.” Publication CRT-965. Centre de Recherche sur le Transport, Université de Montréal, Montreal, Canada, February.

  • Glover, F. (1998). “A Template for Scatter search and path relinking.” In J.K. Hao, E. Lutton, E. Ronald, M. Schoenauer, and D. Snyers, (eds.), Artificial Evolution: Third European Conference, Lecture Notes in Computer Science, Vol. 1363, Springer, Heidelberg, Germany, pp. 13–54.

  • Herrmann, J.W., G. Ioannou, I. Minis, J.M. y Proth. (1996). “A Dual Ascent Approach to the Fixed-Charge Capacitated Network Design Problem.” European Journal of Operational Research 95(4), 476–490.

    Article  Google Scholar 

  • Hochbaum, D.S. and y Segev A. (1989). “Analysis of a Flow Problem with Fixed Charges.” Networks, 19(3), 291–312.

    Google Scholar 

  • Holmberg, K. and J. Hellstrand. (1998). “Solving the Uncapacitated Network Design Problem by a Lagrangean Heuristic and Branch-and-Bound.” Operations Research 46(2), 247–258.

    Google Scholar 

  • Holmberg, K. and D. Yuan. (2000). “A Lagrangian Heuristic Based Branch-and-Bound Approach for the Capacitated Network Design Problem.” Operations Research 48(3), 461–481.

    Google Scholar 

  • Johnson, D.S, J.K. Lenstra, H.G. y Rinnooy. (1978). “The Complexity of the Network Design Problem.” Networks 8(4), 279–285.

    Google Scholar 

  • Laguna M. (2002). “Scatter Search.” In P.M. Pardalos, and M.G.C. Resende, (eds.), Handbook of Applied Optimization. pp. 183–193.

  • Laguna, M. and V.A. Armentano. (2004). “Lessons from Applying and Experimenting with Scatter Search.” In C. Rego and A. Bahram, (eds.), Adaptive Memory and Evolution: Tabu Search and Scatter Search. Kluwer, (in press).

  • Laguna, M. and R. Martí. (2003). Scatter Search Methodology and Implementations in C. Kluwer, Boston, USA.

    Google Scholar 

  • Lawler, E.L. (1972). “A Procedure for Computing the K Best Solutions to Discrete Optimization Problems and its Application to the Shortest Path Problem.” Management Science 18, 401–405.

    Google Scholar 

  • Magnanti, T., P. Mireault, and R. Wong. (1986). “Tailoring Benders Decomposition for Uncapacitated Network Design.” Mathematical Programming Study, 26 112–154.

    MathSciNet  Google Scholar 

  • Magnanti, T. and R. Wong. (1984). “Network Design and Transportation Planning: Models and Algorithms.” Transportation Science 18(1) 1–55.

    Google Scholar 

  • Martí, R., H. Lourenço, and M. Laguna. (2000). “Assigning Proctors to Exams with Scatter Search.” In M. Laguna and J.L. González-Velarde, (eds.), Computing Tools for Modeling Optimization and Simulation: Interphases in Computer Science and Operations Research. Kluwer: Boston, USA. pp. 215-227.

    Google Scholar 

  • Moscato, P. (2000). Memetic Algorithms. In P.M. Pardalos and M.G.C. Resende, (eds.), Handbook of Applied Optimization. Oxford University Press, USA.

    Google Scholar 

  • Pacheco, J.A. and S. Casado. (2004). “Solving Two Location Models with Few Facilities by Using a Hybrid Heuristic.” A real health resource case. (In Press) Computers and Operation Research No 113.

  • Sridhar, V. and J.S. Park. (2000). “Benders-and-Cut Algorithm for Fixed-Charge Capacitated Network Design Problem.” European Journal of Operational Research 125(3), 622–632.

    Article  Google Scholar 

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Correspondence to Ada M. Alvarez.

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Alvarez, A.M., González-Velarde, J.L. & De-Alba, K. Grasp Embedded Scatter Search for the Multicommodity Capacitated Network Design Problem. J Heuristics 11, 233–257 (2005). https://doi.org/10.1007/s10732-005-1509-4

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