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Where the Really Hard Quadratic Assignment Problems Are: the QAP-SAT instances

Verel, Sébastien; Thomson, Sarah L; Rifki, Omar

Authors

Sébastien Verel

Omar Rifki



Abstract

The Quadratic Assignment Problem (QAP) is one of the major domains in the field of evolutionary computation, and more widely in combinatorial optimization. This paper studies the phase transition of the QAP, which can be described as a dramatic change in the problem's computational complexity and satisfiability, within a narrow range of the problem parameters. To approach this phenomenon, we introduce a new QAP-SAT design of the initial problem based on submodularity to capture its difficulty with new features. This decomposition is studied experimentally using branch-and-bound and tabu search solvers. A phase transition parameter is then proposed. The critical parameter of phase transition satisfaction and that of the solving effort are shown to be highly correlated for tabu search, thus allowing the prediction of difficult instances.

Citation

Verel, S., Thomson, S. L., & Rifki, O. (2024, April). Where the Really Hard Quadratic Assignment Problems Are: the QAP-SAT instances. Presented at EvoCOP 2024, Aberystwyth, UK

Presentation Conference Type Conference Paper (published)
Conference Name EvoCOP 2024
Start Date Apr 3, 2024
End Date Apr 5, 2024
Acceptance Date Jan 10, 2024
Online Publication Date Apr 18, 2024
Publication Date 2024
Deposit Date Feb 20, 2024
Publicly Available Date Apr 19, 2025
Publisher Springer
Peer Reviewed Peer Reviewed
Pages 129-145
Series Title Lecture Notes in Computer Science
Series ISSN 0302-9743
Book Title Evolutionary Computation in Combinatorial Optimization 24th European Conference, EvoCOP 2024 Held as Part of EvoStar 2024 Aberystwyth, UK, April 3–5, 2024 Proceedings
ISBN 978-3-031-57711-6
DOI https://doi.org/10.1007/978-3-031-57712-3_9
Keywords Quadratic Assignment Problem, Phase transition

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