A Novel Dynamic Bayesian Network Based Threat Assessment Algorithm

被引:0
|
作者
Fan, Zhen-Hua [1 ]
Shi, Ben-Hui [1 ]
Chen, Jin-Yong [1 ]
Duan, Tong-Le [1 ]
机构
[1] China Elect Technol Grp Corp, Res Inst 54, Shijiazhuang, Hebei, Peoples R China
关键词
threat assessment; dynamic Bayesian network; approximate inference; threat degree fusion;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The traditional threat assessment (TA) methods are confronted with the problems that most of them only focus on the static threat of a single target and the threshold of threat degree fusion is hard to set. For this reason, a novel DBN (dynamic Bayesian network) based TA algorithm is proposed. In the proposed algorithm, firstly, DBN is constructed with various factors, i.e., terrain, weather, time, relative strength, distance and velocity vector, for the TA of group targets. Then, the fast approximate inference is implemented according to Markov property. Finally, the probabilities of threat degrees are integrated into the continuous threat index and the discrete threat degree. Simulation results show that the proposed algorithm can be used to reliably and dynamically evaluate the threat of group targets in complex environment.
引用
收藏
页码:611 / 615
页数:5
相关论文
共 50 条
  • [41] A Novel Warning/Avoidance Algorithm for Intersection Collision Based on Dynamic Bayesian Networks
    Fu, Yuchuan
    Li, Changle
    Xia, Bing
    Dong, Weiwei
    Duan, Yulong
    Xiong, Lei
    2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [42] Learning dynamic Bayesian network with immune evolutionary algorithm
    Jia, HY
    Liu, DY
    Yu, P
    PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 2934 - 2938
  • [43] Dynamic quantitative risk assessment of LNG bunkering SIMOPs based on Bayesian network
    Fan, Hongjun
    Enshaei, Hossein
    Jayasinghe, Shantha Gamini
    JOURNAL OF OCEAN ENGINEERING AND SCIENCE, 2023, 8 (05) : 508 - 526
  • [44] A Novel Based Algorithm for the Prediction of Abnormal Heart Rate Using Bayesian Algorithm in the WirelessSensor Network
    Ganesan, M.
    PremKumar, A.
    KumaraKrishnan, S.
    Lalitha, E.
    Manjula, B.
    Amudhavel, J.
    ICARCSET'15: PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ADVANCED RESEARCH IN COMPUTER SCIENCE ENGINEERING & TECHNOLOGY (ICARCSET - 2015), 2015,
  • [45] A Lane Assessment Method Using Visual Information Based on a Dynamic Bayesian Network
    Popescu, Voichita
    Nedevschi, Sergiu
    Danescu, Radu
    Marita, Tiberiu
    JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2015, 19 (03) : 225 - 239
  • [46] A Dynamic Bayesian Network-based approach to Resilience Assessment of Engineered Systems
    Tong, Qi
    Yang, Ming
    Zinetullina, Altyngul
    JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES, 2020, 65
  • [47] Dynamic risk assessment for underground gas storage facilities based on Bayesian network
    Xu, Qingqing
    Liu, Hao
    Song, Zhenhua
    Dong, Shaohua
    Zhang, Laibin
    Zhang, Xuliang
    JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES, 2023, 82
  • [48] Risk assessment on deepwater drilling well control based on dynamic Bayesian network
    Liu, Zengkai
    Ma, Qiang
    Cai, Baoping
    Liu, Yonghong
    Zheng, Chao
    PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2021, 149 : 643 - 654
  • [49] A Novel Bayesian Network Structure Learning Algorithm based on Maximal Information Coefficient
    Zhang, Yinghua
    Hu, Qiping
    Zhang, Wensheng
    Liu, Jin
    2012 IEEE FIFTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2012, : 862 - 867
  • [50] Path Re-planning method of unmanned underwater vehicles based on dynamic bayesian threat assessment
    Cao, Xiang
    Ren, Lu
    Wang, Xuerao
    Sun, Changyin
    OCEAN ENGINEERING, 2025, 315