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SOCP-Based Disjunctive Cuts for a Class of Integer Nonlinear Bilevel Programs

  • Elisabeth Gaar
  • , Jon Lee
  • , Ivana Ljubic
  • , Markus Sinnl
  • , Kübra Taninmis Ersüs

Research output: Chapter in Book/Report/Conference proceedingConference proceedingspeer-review

Abstract

We study a class of bilevel integer programs with second-order cone constraints at the upper level and a convex quadratic objective and linear constraints at the lower level. We develop disjunctive cuts to separate bilevel infeasible points using a second-order-cone-based cut-generating procedure. To the best of our knowledge, this is the first time disjunctive cuts are studied in the context of discrete bilevel optimization. Using these disjunctive cuts, we establish 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 a preliminary computational study on instances with no second-order cone constraints at the upper level and a single linear constraint at the lower level. Our study demonstrates that both 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 test instances, where the non-linearities are linearized in a McCormick fashion.
Original languageEnglish
Title of host publicationInteger Programming and Combinatorial Optimization - 23rd International Conference, IPCO 2022, Proceedings
EditorsKaren Aardal, Laura Sanità
Place of PublicationCham
PublisherSpringer International Publishing
Pages262-276
Number of pages15
ISBN (Print)9783031069000
DOIs
Publication statusPublished - 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13265 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Fields of science

  • 101015 Operations research
  • 101016 Optimisation
  • 502 Economics
  • 502028 Production management
  • 502017 Logistics
  • 502037 Location planning
  • 502050 Business informatics

JKU Focus areas

  • Digital Transformation
  • Sustainable Development: Responsible Technologies and Management

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