Branch-and-price-and-cut algorithms for solving the reliable h-paths problem |
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Authors: | April K. Andreas J. Cole Smith Simge Küçükyavuz |
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Affiliation: | (1) Department of Systems and Industrial Engineering, The University of Arizona, P.O. Box 210020, Tucson, AZ 85721, USA;(2) Department of Industrial and Systems Engineering, The University of Florida, P.O. Box 116595, Gainesville, FL 32611, USA |
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Abstract: | We examine a routing problem in which network arcs fail according to independent failure probabilities. The reliable h-path routing problem seeks to find a minimum-cost set of h ≥ 2 arc-independent paths from a common origin to a common destination, such that the probability that at least one path remains operational is sufficiently large. For the formulation in which variables are used to represent the amount of flow on each arc, the reliability constraint induces a nonconvex feasible region, even when the integer variable restrictions are relaxed. Prior arc-based models and algorithms tailored for the case in which h = 2 do not extend well to the general h-path problem. Thus, we propose two alternative integer programming formulations for the h-path problem in which the variables correspond to origin-destination paths. Accordingly, we develop two branch-and-price-and-cut algorithms for solving these new formulations, and provide computational results to demonstrate the efficiency of these algorithms. |
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Keywords: | Nonconvex optimization Branch-and-price-and-cut Network optimization Reliability |
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