Research on Target Value Assessment Method Based on Attention Mechanism

被引:0
作者
Luo, Guangyu [1 ]
Zhao, Dongming [1 ]
Guo, Xuan [1 ]
Zhou, Hao [2 ]
机构
[1] Wuhan Univ Technol, Sch Informat Engn, Wuhan 430070, Peoples R China
[2] Wuhan Univ Technol, Sch Transportat & Logist Engn, Wuhan 430070, Peoples R China
来源
BIO-INSPIRED COMPUTING: THEORIES AND APPLICATIONS, PT 2, BIC-TA 2023 | 2024年 / 2062卷
关键词
Battlefield situational awareness; Target value assessment; Attention mechanism;
D O I
10.1007/978-981-97-2275-4_11
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Under the condition of informatized joint combat system, the traditional target value analysis method based on human judgment is no longer able to quickly and accurately judge the target value from the massive battlefield information. In this paper, combining with the attention mechanism model, we propose a dual-driven target value assessment framework based on target and data, and construct data-driven and purpose-driven attention mechanism models respectively. By selecting multiple features and calculating the saliency of cue targets, the results of the two models are fused to screen out the noticed cue targets and further expanded to form a high-value target set. The experimental results show that the proposed target value assessment model based on attention mechanism is effective, and the matching rate between the actual strike targets and the high-value targets obtained by the model reaches 92%, which is in line with the actual situation of combat and can reflect the cognitive process of the commander to some extent.
引用
收藏
页码:133 / 147
页数:15
相关论文
共 10 条
  • [1] Chen HL, 2020, PROCEEDINGS OF 2020 3RD INTERNATIONAL CONFERENCE ON UNMANNED SYSTEMS (ICUS), P785, DOI 10.1109/ICUS50048.2020.9274929
  • [2] A New Model of Interval-Valued Intuitionistic Fuzzy Weighted Operators and Their Application in Dynamic Fusion Target Threat Assessment
    Fan, Chengli
    Fu, Qiang
    Song, Yafei
    Lu, Yingqi
    Li, Wei
    Zhu, Xiaowen
    [J]. ENTROPY, 2022, 24 (12)
  • [3] Attention mechanisms in computer vision: A survey
    Guo, Meng-Hao
    Xu, Tian-Xing
    Liu, Jiang-Jiang
    Liu, Zheng-Ning
    Jiang, Peng-Tao
    Mu, Tai-Jiang
    Zhang, Song-Hai
    Martin, Ralph R.
    Cheng, Ming-Ming
    Hu, Shi-Min
    [J]. COMPUTATIONAL VISUAL MEDIA, 2022, 8 (03) : 331 - 368
  • [4] Li DY, 2021, CHIN CONTR CONF, P3363, DOI 10.23919/CCC52363.2021.9549765
  • [5] Aircraft engine remaining useful life estimation via a double attention-based data-driven architecture
    Liu, Lu
    Song, Xiao
    Zhou, Zhetao
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2022, 221
  • [6] Threat Assessment Method of Low Altitude Slow Small (LSS) Targets Based on Information Entropy and AHP
    Luo, Ruining
    Huang, Shucai
    Zhao, Yan
    Song, Yafei
    [J]. ENTROPY, 2021, 23 (10)
  • [7] Coordinating multi-level collective action: how intermediaries and digital governance can help supply chains tackle grand challenges
    Rosca, Eugenia
    Tate, Wendy L.
    Bals, Lydia
    Huang, Feigao
    Ciulli, Francesca
    [J]. INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT, 2022, 42 (12) : 1937 - 1968
  • [8] Air Target Threat Assessment Based on PCNN Neural Network
    Yang Jia
    Lv Mingwei
    [J]. PROCEEDINGS OF 2022 INTERNATIONAL CONFERENCE ON AUTONOMOUS UNMANNED SYSTEMS, ICAUS 2022, 2023, 1010 : 3092 - 3102
  • [9] A Method for Damage Assessment of Orbital Targets Based on Radar Detection Information
    Zhang, Zhengtao
    Huang, Qiang
    Yu, Jianguo
    [J]. COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, VOL. 1, 2022, 878 : 488 - 497
  • [10] Dynamic Air Target Threat Assessment Based on Interval-Valued Intuitionistic Fuzzy Sets, Game Theory, and Evidential Reasoning Methodology
    Zhao, Ruojing
    Yang, Fengbao
    Ji, Linna
    Bai, Yongqiang
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021