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Computers & Operations Research
Article . 2021 . Peer-reviewed
License: Elsevier TDM
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Article . 2021
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https://dx.doi.org/10.48550/ar...
Article . 2019
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An exact algorithm for biobjective integer programming problems

Authors: Saliha Ferda Dogan; Özlem Karsu; Firdevs Ulus;

An exact algorithm for biobjective integer programming problems

Abstract

We propose an exact algorithm for solving biobjective integer programming problems, which arise in various applications of operations research. The algorithm is based on solving Pascoletti-Serafini scalarizations to search specified regions (boxes) in the objective space and returns the set of nondominated points. We implement the algorithm with different strategies, where the choices of the scalarization model parameters and splitting rule differ. We then derive bounds on the number of scalarization models solved; and demonstrate the performances of the variants through computational experiments both as exact algorithms and as solution approaches under time restriction. The experiments demonstrate that different strategies have advantages in different aspects: while some are quicker in finding the whole set of nondominated solutions, others return good-quality solutions in terms of representativeness when run under time restriction. We also compare the proposed approach with existing algorithms. The results of our experiments show the satisfactory behaviour of our algorithm, especially when run under time limit, as it achieves better coverage of the whole frontier with a smaller number of solutions compared to the existing algorithms.

Country
Turkey
Related Organizations
Keywords

Biobjective integer programming, Optimization and Control (math.OC), Sensitivity, stability, parametric optimization, FOS: Mathematics, Pascoletti-Serafini scalarization, algorithms, biobjective integer programming, Mathematics - Optimization and Control, Algorithms, Multi-objective and goal programming

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    popularity
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    Top 10%
    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Top 10%
Average
Average
Green
bronze