Closing the gap in linear bilevel optimization: a new valid primal-dual inequality
Publication type: Journal Article
Publication date: 2020-11-11
scimago Q2
wos Q2
SJR: 0.660
CiteScore: 3.4
Impact factor: 1.1
ISSN: 18624472, 18624480
Control and Optimization
Abstract
Linear bilevel optimization problems are often tackled by replacing the linear lower-level problem with its Karush–Kuhn–Tucker conditions. The resulting single-level problem can be solved in a branch-and-bound fashion by branching on the complementarity constraints of the lower-level problem’s optimality conditions. While in mixed-integer single-level optimization branch-and-cut has proven to be a powerful extension of branch-and-bound, in linear bilevel optimization not too many bilevel-tailored valid inequalities exist. In this paper, we briefly review existing cuts for linear bilevel problems and introduce a new valid inequality that exploits the strong duality condition of the lower level. We further discuss strengthened variants of the inequality that can be derived from McCormick envelopes. In a computational study, we show that the new valid inequalities can help to close the optimality gap very effectively on a large test set of linear bilevel instances.
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Total citations:
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Citations from 2024:
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GOST
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Kleinert T. et al. Closing the gap in linear bilevel optimization: a new valid primal-dual inequality // Optimization Letters. 2020. Vol. 15. No. 4. pp. 1027-1040.
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Kleinert T., LABBÉ M., Plein F., Schmidt M. Closing the gap in linear bilevel optimization: a new valid primal-dual inequality // Optimization Letters. 2020. Vol. 15. No. 4. pp. 1027-1040.
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TY - JOUR
DO - 10.1007/s11590-020-01660-6
UR - https://doi.org/10.1007/s11590-020-01660-6
TI - Closing the gap in linear bilevel optimization: a new valid primal-dual inequality
T2 - Optimization Letters
AU - Kleinert, Thomas
AU - LABBÉ, MARTINE
AU - Plein, Fränk
AU - Schmidt, Martin
PY - 2020
DA - 2020/11/11
PB - Springer Nature
SP - 1027-1040
IS - 4
VL - 15
SN - 1862-4472
SN - 1862-4480
ER -
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BibTex (up to 50 authors)
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@article{2020_Kleinert,
author = {Thomas Kleinert and MARTINE LABBÉ and Fränk Plein and Martin Schmidt},
title = {Closing the gap in linear bilevel optimization: a new valid primal-dual inequality},
journal = {Optimization Letters},
year = {2020},
volume = {15},
publisher = {Springer Nature},
month = {nov},
url = {https://doi.org/10.1007/s11590-020-01660-6},
number = {4},
pages = {1027--1040},
doi = {10.1007/s11590-020-01660-6}
}
Cite this
MLA
Copy
Kleinert, Thomas, et al. “Closing the gap in linear bilevel optimization: a new valid primal-dual inequality.” Optimization Letters, vol. 15, no. 4, Nov. 2020, pp. 1027-1040. https://doi.org/10.1007/s11590-020-01660-6.