Algorithms and applications for a class of bilevel MILPs
1
Huawei Technologies Mathematical and Algorithmic Sciences Laboratory, Paris, France
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2
3
LIX CNRS (UMR7161), École Polytechnique, 91128 Palaiseau, France
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Publication type: Journal Article
Publication date: 2020-01-01
scimago Q2
wos Q2
SJR: 0.661
CiteScore: 2.2
Impact factor: 1.1
ISSN: 0166218X, 18726771
Applied Mathematics
Discrete Mathematics and Combinatorics
Abstract
We study a class of bilevel mixed-integer linear programs with the following restrictions: all upper level variables x are binary, the lower level variables y occur in exactly one upper level constraint γ x + β y ≥ c , and the lower level objective function is min y β y . We propose a new cut generation algorithm to solve this problem class, based on two simplifying assumptions. We then propose a row-and-column generation algorithm that works independently of the assumptions. We apply our methods to two problems: one is related to the optimal placement of measurement devices in an electrical network, and the other is the minimum zero forcing set problem, a variant of the dominating set problem. We exhibit computational results of both methods on the application-oriented instances as well as on randomly generated instances.
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Total citations:
6
Citations from 2024:
1
(16.67%)
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GOST
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Poirion P. L. et al. Algorithms and applications for a class of bilevel MILPs // Discrete Applied Mathematics. 2020. Vol. 272. pp. 75-89.
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Poirion P. L., Toubaline S., D'Ambrosio C., Liberti L. Algorithms and applications for a class of bilevel MILPs // Discrete Applied Mathematics. 2020. Vol. 272. pp. 75-89.
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TY - JOUR
DO - 10.1016/j.dam.2018.02.015
UR - https://doi.org/10.1016/j.dam.2018.02.015
TI - Algorithms and applications for a class of bilevel MILPs
T2 - Discrete Applied Mathematics
AU - Poirion, Pierre Louis
AU - Toubaline, Sonia
AU - D'Ambrosio, Claudia
AU - Liberti, Leo
PY - 2020
DA - 2020/01/01
PB - Elsevier
SP - 75-89
VL - 272
SN - 0166-218X
SN - 1872-6771
ER -
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BibTex (up to 50 authors)
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@article{2020_Poirion,
author = {Pierre Louis Poirion and Sonia Toubaline and Claudia D'Ambrosio and Leo Liberti},
title = {Algorithms and applications for a class of bilevel MILPs},
journal = {Discrete Applied Mathematics},
year = {2020},
volume = {272},
publisher = {Elsevier},
month = {jan},
url = {https://doi.org/10.1016/j.dam.2018.02.015},
pages = {75--89},
doi = {10.1016/j.dam.2018.02.015}
}