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On SOCP-based disjunctive cuts for solving a class of integer bilevel nonlinear programs

  • Elisabeth Gaar*
  • , Jon Lee
  • , Ivana Ljubić
  • , Markus Sinnl
  • , Kübra Tanınmış
  • *Corresponding author for this work

Publication: Scientific journal › Journal article › peer-review

Abstract

We study a class of integer bilevel programs with second-order cone constraints at the upper-level and a convex-quadratic objective function and linear constraints at the lower-level. We develop disjunctive cuts (DCs) to separate bilevel-infeasible solutions using a second-order-cone-based cut-generating procedure. We propose DC separation strategies and consider several approaches for removing redundant disjunctions and normalization. Using these DCs, we propose a branch-and-cut algorithm for the problem class we study, and a cutting-plane method for the problem variant with only binary variables. We present an extensive computational study on a diverse set of instances, including instances with binary and with integer variables, and instances with a single and with multiple linking constraints. Our computational study demonstrates that the proposed enhancements of our solution approaches are effective for improving the performance. Moreover, both of our approaches outperform a state-of-the-art generic solver for mixed-integer bilevel linear programs that is able to solve a linearized version of our binary instances.

Original languageEnglish
Pages (from-to)91-124
Number of pages34
JournalMathematical Programming
Volume206
Issue number1-2
DOIs
Publication statusPublished - Jul 2024
Externally publishedYes

Bibliographical note

Publisher Copyright:
© The Author(s) 2023.

Keywords

  • Bilevel optimization
  • Branch-and-cut
  • Conic optimization
  • Disjunctive cuts
  • Nonlinear optimization

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