Multiobjective binary quadratic programming refers to optimization problems involving multiple quadratic-potentially non-convex-objective functions and a feasible set that includes binary constraints on the variables. In this paper, we extend the well-established Quadratic Convex Reformulation technique, originally developed for single-objective binary quadratic programs, to the multiobjective setting. We propose a branch-and-bound algorithm where lower bound sets are derived from properly defined quadratic convex subproblems. Computational experiments on multiobjective k-item Quadratic Knapsack and multiobjective Max-Cut instances demonstrate the effectiveness of our approach.
Quadratic convex reformulations for multiObjective binary quadratic programming / De Santis M., Letocart L., Zhang Y.. - In: JOURNAL OF GLOBAL OPTIMIZATION. - ISSN 1573-2916. - ELETTRONICO. - (2026), pp. 1-32. [10.1007/s10898-025-01586-2]
Quadratic convex reformulations for multiObjective binary quadratic programming
De Santis M.
;
2026
Abstract
Multiobjective binary quadratic programming refers to optimization problems involving multiple quadratic-potentially non-convex-objective functions and a feasible set that includes binary constraints on the variables. In this paper, we extend the well-established Quadratic Convex Reformulation technique, originally developed for single-objective binary quadratic programs, to the multiobjective setting. We propose a branch-and-bound algorithm where lower bound sets are derived from properly defined quadratic convex subproblems. Computational experiments on multiobjective k-item Quadratic Knapsack and multiobjective Max-Cut instances demonstrate the effectiveness of our approach.| File | Dimensione | Formato | |
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