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Solving Large‐Scale Weapon Target Assignment Problems in Seconds Using Branch‐Price‐And‐Cut

Author(s)
Bertsimas, Dimitris; Paskov, Alex
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Creative Commons Attribution-NonCommercial-NoDerivatives https://creativecommons.org/licenses/by-nc-nd/4.0/
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Abstract
This paper proposes a framework based on branch-price-and-cut to solve the weapon target assignment (WTA) problem, a popularclass of non-linear assignment problems that has received significant attention over the past several decades. We first reformulatethe WTA into a form amenable to column generation and then derive efficient algorithms for initializing the column generation,solving the pricing problem, generating clique cuts, and managing the branch-and-bound. Through significant experimentation,we display the framework’s efficiency – which scales to solve problems with 10000 targets and weapons on a laptop and exactlysolves problems in seconds, which previously took hours to solve. We also discuss extensions to common WTA variants and moregeneral non-linear assignment problems in hopes of motivating algorithmic developments.
Date issued
2025-01-27
URI
https://hdl.handle.net/1721.1/162816
Department
Sloan School of Management; Massachusetts Institute of Technology. Operations Research Center
Journal
Naval Research Logistics (NRL)
Publisher
Wiley
Citation
Bertsimas, D. and Paskov, A. (2025), Solving Large-Scale Weapon Target Assignment Problems in Seconds Using Branch-Price-And-Cut. Naval Research Logistics, 72: 735-749.
Version: Final published version

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