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Decision-Making of Underwater Cooperative Confrontation Based on MODPSO

This paper proposes a multi-objective decision-making model for underwater countermeasures based on a multi-objective decision theory and solves it using the multi-objective discrete particle swarm optimization (MODPSO) algorithm. Existing decision-making models are based on fully allocated assignme...

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Detalles Bibliográficos
Autores principales: Wei, Na, Liu, Mingyong, Cheng, Weibin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539207/
https://www.ncbi.nlm.nih.gov/pubmed/31086102
http://dx.doi.org/10.3390/s19092211
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author Wei, Na
Liu, Mingyong
Cheng, Weibin
author_facet Wei, Na
Liu, Mingyong
Cheng, Weibin
author_sort Wei, Na
collection PubMed
description This paper proposes a multi-objective decision-making model for underwater countermeasures based on a multi-objective decision theory and solves it using the multi-objective discrete particle swarm optimization (MODPSO) algorithm. Existing decision-making models are based on fully allocated assignment without considering the weapon consumption and communication delay, which does not conform to the actual naval combat process. The minimum opponent residual threat probability and minimum own-weapon consumption are selected as two functions of the multi-objective decision-making model in this paper. Considering the impact of the communication delay, the multi-objective discrete particle swarm optimization (MODPSO) algorithm is proposed to obtain the optimal solution of the distribution scheme with different weapon consumptions. The algorithm adopts the natural number coding method, and the particle corresponds to the confrontation strategy. The simulation result shows that underwater communication delay impacts the decision-making selection. It verifies the effectiveness of the proposed model and the proposed multi-objective discrete particle swarm optimization algorithm.
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spelling pubmed-65392072019-06-04 Decision-Making of Underwater Cooperative Confrontation Based on MODPSO Wei, Na Liu, Mingyong Cheng, Weibin Sensors (Basel) Article This paper proposes a multi-objective decision-making model for underwater countermeasures based on a multi-objective decision theory and solves it using the multi-objective discrete particle swarm optimization (MODPSO) algorithm. Existing decision-making models are based on fully allocated assignment without considering the weapon consumption and communication delay, which does not conform to the actual naval combat process. The minimum opponent residual threat probability and minimum own-weapon consumption are selected as two functions of the multi-objective decision-making model in this paper. Considering the impact of the communication delay, the multi-objective discrete particle swarm optimization (MODPSO) algorithm is proposed to obtain the optimal solution of the distribution scheme with different weapon consumptions. The algorithm adopts the natural number coding method, and the particle corresponds to the confrontation strategy. The simulation result shows that underwater communication delay impacts the decision-making selection. It verifies the effectiveness of the proposed model and the proposed multi-objective discrete particle swarm optimization algorithm. MDPI 2019-05-13 /pmc/articles/PMC6539207/ /pubmed/31086102 http://dx.doi.org/10.3390/s19092211 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wei, Na
Liu, Mingyong
Cheng, Weibin
Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title_full Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title_fullStr Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title_full_unstemmed Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title_short Decision-Making of Underwater Cooperative Confrontation Based on MODPSO
title_sort decision-making of underwater cooperative confrontation based on modpso
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539207/
https://www.ncbi.nlm.nih.gov/pubmed/31086102
http://dx.doi.org/10.3390/s19092211
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