On a biobjective search problem in a line: Formulations and algorithms

Abstract In this article we describe three formulations of a multiobjective combinatorial optimization problem, as well as several complexity results and structural properties of these formulations. A multiobjective dynamic programming algorithm is proposed for each of the three formulations. Based on our theoretical and computational results we argue that a clever definition of the recursion, allowing for strong dominance criteria, is crucial in the design of a multiobjective dynamic programming algorithm.

[1]  M. I. Henig Vector-Valued Dynamic Programming , 1983 .

[2]  T. A. Brown,et al.  Dynamic Programming in Multiplicative Lattices , 1965 .

[3]  Luís Paquete,et al.  Greedy algorithms for a class of knapsack problems with binary weights , 2012, Comput. Oper. Res..

[4]  Bernardo Villarreal,et al.  Multicriteria integer programming: A (hybrid) dynamic programming recursive approach , 1981, Math. Program..

[5]  Laurence A. Wolsey,et al.  Integer and Combinatorial Optimization , 1988 .

[6]  Luís Paquete,et al.  On a Cardinality Constrained Multicriteria Knapsack Problem , 2011 .

[7]  M. Wiecek,et al.  Dynamic programming approaches to the multiple criteria knapsack problem , 2000 .

[8]  M. Ehrgott,et al.  Connectedness of efficient solutions in multiple criteria combinatorial optimization , 1997 .

[9]  Luís Paquete,et al.  On Local Search for Bi-objective Knapsack Problems , 2013, Evolutionary Computation.

[10]  Ravindra K. Ahuja,et al.  Network Flows: Theory, Algorithms, and Applications , 1993 .

[11]  Matthias Ehrgott,et al.  Multicriteria Optimization , 2005 .

[12]  Daniel Vanderpooten,et al.  Solving efficiently the 0-1 multi-objective knapsack problem , 2009, Comput. Oper. Res..

[13]  Yacov Y. Haimes,et al.  Multiobjective Decision Making: Theory and Methodology , 1983 .

[14]  Kathrin Klamroth,et al.  Connectedness of Efficient Solutions in Multiple Objective Combinatorial Optimization , 2011, J. Optim. Theory Appl..

[15]  Manbir Sodhi,et al.  Stochastic Line Search Using UUVs , 2006, 2006 9th International Conference on Information Fusion.