Research Article

Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing

Volume: 2 Number: 1 August 2, 2024
EN

Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing

Abstract

The Weapon-Target Assignment (WTA) problem is a complex optimization challenge in defense strategy, where weapons must be assigned to targets to minimize the expected value of surviving targets. This study addresses the static WTA (SWTA) problem, where assignments are made once and remain unchanged. Given the NP-complete nature of the SWTA problem, exact solution methods are often impractical due to computational complexity. This paper proposes a novel approach that combines multi-start and Late Acceptance Hill Climbing (LAHC) strategies to improve solution quality. Experimental results on various problem instances show that the Multi-Start Late Acceptance Hill Climbing (MLAHC) algorithm consistently achieves higher quality solutions with improved stability compared to the traditional LAHC algorithm, especially for larger problem instances. This approach represents a significant advance in the optimization of military resource allocation.

Keywords

References

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Details

Primary Language

English

Subjects

Evolutionary Computation

Journal Section

Research Article

Authors

Publication Date

August 2, 2024

Submission Date

May 21, 2024

Acceptance Date

May 27, 2024

Published in Issue

Year 2024 Volume: 2 Number: 1

APA
Alparslan, S., & Sonuç, E. (2024). Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing. Current Trends in Computing, 2(1), 23-35. https://izlik.org/JA24AC46LL
AMA
1.Alparslan S, Sonuç E. Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing. CTC. 2024;2(1):23-35. https://izlik.org/JA24AC46LL
Chicago
Alparslan, Selin, and Emrullah Sonuç. 2024. “Solving Static Weapon-Target Assignment Problem Using Multi-Start Late Acceptance Hill Climbing”. Current Trends in Computing 2 (1): 23-35. https://izlik.org/JA24AC46LL.
EndNote
Alparslan S, Sonuç E (August 1, 2024) Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing. Current Trends in Computing 2 1 23–35.
IEEE
[1]S. Alparslan and E. Sonuç, “Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing”, CTC, vol. 2, no. 1, pp. 23–35, Aug. 2024, [Online]. Available: https://izlik.org/JA24AC46LL
ISNAD
Alparslan, Selin - Sonuç, Emrullah. “Solving Static Weapon-Target Assignment Problem Using Multi-Start Late Acceptance Hill Climbing”. Current Trends in Computing 2/1 (August 1, 2024): 23-35. https://izlik.org/JA24AC46LL.
JAMA
1.Alparslan S, Sonuç E. Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing. CTC. 2024;2:23–35.
MLA
Alparslan, Selin, and Emrullah Sonuç. “Solving Static Weapon-Target Assignment Problem Using Multi-Start Late Acceptance Hill Climbing”. Current Trends in Computing, vol. 2, no. 1, Aug. 2024, pp. 23-35, https://izlik.org/JA24AC46LL.
Vancouver
1.Selin Alparslan, Emrullah Sonuç. Solving Static Weapon-Target Assignment Problem using Multi-Start Late Acceptance Hill Climbing. CTC [Internet]. 2024 Aug. 1;2(1):23-35. Available from: https://izlik.org/JA24AC46LL