0-1 reformulations of the multicommodity capacitated network design problem |
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Authors: | Antonio Frangioni Bernard Gendron |
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Affiliation: | a Dipartimento di Informatica, Università di Pisa, Largo B. Pontecorvo, 3, 56127 Pisa, Italy b Polo Universitario della Spezia, Via dei Colli 90, 19121 La Spezia, Italy c Département d’informatique et de recherche opérationnelle, Centre de recherche sur les transports, Université de Montréal, C.P. 6128, succ. Centre-ville, Montreal, Quebec H3C 3J7, Canada |
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Abstract: | We study 0-1 reformulations of the multicommodity capacitated network design problem, which is usually modeled with general integer variables to represent design decisions on the number of facilities to install on each arc of the network. The reformulations are based on the multiple choice model, a generic approach to represent piecewise linear costs using 0-1 variables. This model is improved by the addition of extended linking inequalities, derived from variable disaggregation techniques. We show that these extended linking inequalities for the 0-1 model are equivalent to the residual capacity inequalities, a class of valid inequalities derived for the model with general integer variables. In this paper, we compare two cutting-plane algorithms to compute the same lower bound on the optimal value of the problem: one based on the generation of residual capacity inequalities within the model with general integer variables, and the other based on the addition of extended linking inequalities to the 0-1 reformulation. To further improve the computational results of the latter approach, we develop a column-and-row generation approach; the resulting algorithm is shown to be competitive with the approach relying on residual capacity inequalities. |
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Keywords: | Multicommodity capacitated network design Reformulation Valid inequalities Cutting-plane method Column generation |
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