Finding $K$ dissimilar paths using integer linear formulations

While finding a path between two nodes is the basis for several applications, the need for alternative paths also may have various motivations. For instance, this can be of interest for ensuring reliability in a telecommunications network, for reducing the consequences of possible accidents in the transportation of hazardous materials, or to decrease the risk of robberies in money distribution. Each of these applications has particular characteristics, but they all have the common purpose of searching for a set of paths which are as dissimilar as possible with respect to the nodes/arcs that compose them. In this work we present linear integer programming formulations for finding K dissimilar paths, with the main goal of preventing the overlap of arcs in the paths for a given integer K. The different formulations are tested for randomly generated general networks and for grid networks. The obtained results are compared in terms of the solutions’ dissimilarity and of the run time. Two of the new formulations are able to find 10 paths with better average and minimum dissimilarity values than an iterative approach in the literature, in less than 20 seconds, for random networks with 500 nodes and 5000 arcs.

[1]  Vedat Verter,et al.  Modeling of Transport Risk for Hazardous Materials , 1998, Oper. Res..

[2]  E. Erkut The discrete p-dispersion problem , 1990 .

[3]  E. Martins An algorithm for ranking paths that may contain cycles , 1984 .

[4]  Robert E. Tarjan,et al.  A quick method for finding shortest pairs of disjoint paths , 1984, Networks.

[5]  José Craveirinha,et al.  An Algorithm for Enumerating SRLG Diverse Path Pairs , 2010 .

[6]  Abraham Duarte,et al.  Heuristics for the bi-objective path dissimilarity problem , 2009, Comput. Oper. Res..

[7]  David Eppstein,et al.  Finding the k Shortest Paths , 1999, SIAM J. Comput..

[8]  Xin-She Yang,et al.  Introduction to Algorithms , 2021, Nature-Inspired Optimization Algorithms.

[9]  Michael Kuby,et al.  A minimax method for finding the k best "differentiated" paths , 2010 .

[10]  Andrés Marzal,et al.  Computing the K Shortest Paths: A New Algorithm and an Experimental Comparison , 1999, WAE.

[11]  Rita Girão-Silva,et al.  Maximally node and SRLG-disjoint path pair of min-sum cost in GMPLS networks: a lexicographic approach , 2016, Photonic Network Communications.

[12]  Roberto Cordone,et al.  A heuristic approach to the overnight security service problem , 2003, Comput. Oper. Res..

[13]  Richard Pavley,et al.  A Method for the Solution of the Nth Best Path Problem , 1959, JACM.

[14]  Stefano Giordani,et al.  A tabu search approach for scheduling hazmat shipments , 2007, Comput. Oper. Res..

[15]  Marta M. B. Pascoal,et al.  A new implementation of Yen’s ranking loopless paths algorithm , 2003, 4OR.

[16]  Marta M. B. Pascoal,et al.  Deviation Algorithms for Ranking Shortest Paths , 1999, Int. J. Found. Comput. Sci..

[17]  Paolo Dell'Olmo,et al.  On finding dissimilar Pareto-optimal paths , 2005, Eur. J. Oper. Res..

[18]  Toshihide Ibaraki,et al.  An efficient algorithm for K shortest simple paths , 1982, Networks.

[19]  Sandra Zajac,et al.  On a two-phase solution approach for the bi-objective k-dissimilar vehicle routing problem , 2017, Journal of Heuristics.

[20]  Venkatesan Guruswami,et al.  Near-optimal hardness results and approximation algorithms for edge-disjoint paths and related problems , 1999, STOC '99.

[21]  Mark H. Karwan,et al.  Modeling Equity of Risk in the Transportation of Hazardous Materials , 1990, Oper. Res..

[22]  Miguel Fragoso Constantino,et al.  Dissimilar arc routing problems , 2017, Networks.

[23]  Jens Vygen,et al.  NP-completeness of Some Edge-disjoint Paths Problems , 1995, Discret. Appl. Math..

[24]  Erhan Erkut,et al.  On finding dissimilar paths , 2000, Eur. J. Oper. Res..

[25]  Julia Kastner,et al.  Survivable Networks Algorithms For Diverse Routing , 2016 .

[26]  Stefano Giordani,et al.  Finding minimum and equitable risk routes for hazmat shipments , 2007, Comput. Oper. Res..

[27]  J. Y. Yen,et al.  Finding the K Shortest Loopless Paths in a Network , 2007 .

[28]  Sanjeev Khanna,et al.  Edge-disjoint paths in planar graphs , 2004, 45th Annual IEEE Symposium on Foundations of Computer Science.

[29]  Antonio Iovanella,et al.  On the selection of k routes in multiobjective hazmat route planning , 2010 .