Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions

Target threat assessment is a critical aspect of information warfare and can offer valuable auxiliary support to combat command decision-making. Aiming to address the shortcomings of three decision-making methods in air combat target assessment, such as the inability to effectively handle uncertain...

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Main Authors: Yongfeng Yin, Routing Zhang, Qingran Su
Format: Article
Language:English
Published: AIMS Press 2023-06-01
Series:Mathematical Biosciences and Engineering
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2023591?viewType=HTML
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author Yongfeng Yin
Routing Zhang
Qingran Su
author_facet Yongfeng Yin
Routing Zhang
Qingran Su
author_sort Yongfeng Yin
collection DOAJ
description Target threat assessment is a critical aspect of information warfare and can offer valuable auxiliary support to combat command decision-making. Aiming to address the shortcomings of three decision-making methods in air combat target assessment, such as the inability to effectively handle uncertain situation information and quantitatively rank the decision-making targets according to their importance, a dynamic intuitionistic fuzzy decision model based on the improved GRA-TOPSIS method and three-way decisions is proposed. First, the target attribute weight is obtained by cosine intuitionistic fuzzy entropy algorithm; then, a novel intuitionistic fuzzy distance measure is introduced, and grey incidence analysis and TOPSIS are used to build the conditional probability for three-way decisions that fully utilize the existing information and reflect the consistency of dynamic change trend; finally, the comprehensive loss function matrix is constructed and the threat classification results are obtained using the decision rules. The example analysis shows that the proposed method can not only effectively handle complex battlefield situations and dynamic uncertain information, but it can also classify targets, improving the effectiveness and rationality of decision-making and providing a reference basis for scientific command decision-making.
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spelling doaj.art-e9af997ae512466798748d5c83d7965f2023-06-28T06:34:17ZengAIMS PressMathematical Biosciences and Engineering1551-00182023-06-01207132501326610.3934/mbe.2023591Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisionsYongfeng Yin0Routing Zhang 1Qingran Su21. School of Software, Beihang University, Beijing 100089, China2. School of Reliability and Systems Engineering, Beihang University, Beijing 100089, China3. School of Computer Science and Engineering, Beihang University, Beijing 100089, ChinaTarget threat assessment is a critical aspect of information warfare and can offer valuable auxiliary support to combat command decision-making. Aiming to address the shortcomings of three decision-making methods in air combat target assessment, such as the inability to effectively handle uncertain situation information and quantitatively rank the decision-making targets according to their importance, a dynamic intuitionistic fuzzy decision model based on the improved GRA-TOPSIS method and three-way decisions is proposed. First, the target attribute weight is obtained by cosine intuitionistic fuzzy entropy algorithm; then, a novel intuitionistic fuzzy distance measure is introduced, and grey incidence analysis and TOPSIS are used to build the conditional probability for three-way decisions that fully utilize the existing information and reflect the consistency of dynamic change trend; finally, the comprehensive loss function matrix is constructed and the threat classification results are obtained using the decision rules. The example analysis shows that the proposed method can not only effectively handle complex battlefield situations and dynamic uncertain information, but it can also classify targets, improving the effectiveness and rationality of decision-making and providing a reference basis for scientific command decision-making.https://www.aimspress.com/article/doi/10.3934/mbe.2023591?viewType=HTMLintuitionistic fuzzy setdistance measurethreat assessmentthree-way decision
spellingShingle Yongfeng Yin
Routing Zhang
Qingran Su
Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
Mathematical Biosciences and Engineering
intuitionistic fuzzy set
distance measure
threat assessment
three-way decision
title Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
title_full Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
title_fullStr Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
title_full_unstemmed Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
title_short Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
title_sort threat assessment of aerial targets based on improved gra topsis method and three way decisions
topic intuitionistic fuzzy set
distance measure
threat assessment
three-way decision
url https://www.aimspress.com/article/doi/10.3934/mbe.2023591?viewType=HTML
work_keys_str_mv AT yongfengyin threatassessmentofaerialtargetsbasedonimprovedgratopsismethodandthreewaydecisions
AT routingzhang threatassessmentofaerialtargetsbasedonimprovedgratopsismethodandthreewaydecisions
AT qingransu threatassessmentofaerialtargetsbasedonimprovedgratopsismethodandthreewaydecisions