基于SOCP的非连续切分法求解一类整数双层非线性程序。

IF 1.5 Q2 INDUSTRIAL RELATIONS & LABOR INDUSTRIAL RELATIONS JOURNAL Pub Date : 2024-01-01 Epub Date: 2023-05-27 DOI:10.1007/s10107-023-01965-1
Elisabeth Gaar, Jon Lee, Ivana Ljubić, Markus Sinnl, Kübra Tanınmış
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引用次数: 0

摘要

我们研究了一类上层具有二阶圆锥约束、下层具有凸四边形目标函数和线性约束的整数双级程序。我们利用基于二阶锥体的切分生成过程,开发了分离切分(DC),以分离双线程不可行解。我们提出了 DC 分离策略,并考虑了几种去除冗余分词和归一化的方法。利用这些 DC,我们为所研究的问题类别提出了一种分支-切割算法,并为只有二进制变量的问题变体提出了一种切割平面方法。我们对一系列不同的实例进行了广泛的计算研究,包括带有二进制变量和整数变量的实例,以及带有单一链接约束和多重链接约束的实例。计算研究表明,我们提出的增强型求解方法能有效提高性能。此外,我们的两种方法都优于最先进的混合整数双线性程序通用求解器,后者能够求解二元实例的线性化版本:在线版本包含补充材料,可查阅 10.1007/s10107-023-01965-1。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

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.

Supplementary information: The online version contains supplementary material available at 10.1007/s10107-023-01965-1.

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来源期刊
INDUSTRIAL RELATIONS JOURNAL
INDUSTRIAL RELATIONS JOURNAL INDUSTRIAL RELATIONS & LABOR-
CiteScore
2.50
自引率
14.30%
发文量
33
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