A machine learning-based trust evaluation model for wireless sensor networks

被引:0
|
作者
Huang, Yiyang [1 ]
Li, Xiaoyong [1 ]
Yuan, Jie [1 ]
Yuan, Kaiguo [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Key Lab Trustworthy Distributed Comp & Serv, Beijing 100876, Peoples R China
关键词
Computational trust; Feature extraction; Model classification; WSN; MANAGEMENT;
D O I
10.1145/3672919.3673035
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wireless sensor networks have been widely used in many industries, where sensor nodes are used to perform specific tasks, such as information collection or data transmission. Due to the particularity of sensor nodes, the trust mechanism of their nodes has been difficult to establish. Different from the traditional trust evaluation model, this paper proposes a trust evaluation model based on machine learning principles. By combining the extracted trust features, the final trust value is obtained for decision-making. Experimental results show that the model is effective and has higher accuracy than other methods.
引用
收藏
页码:654 / 658
页数:5
相关论文
共 50 条
  • [31] Sociopsychological trust model for Wireless Sensor Networks
    Rathore, Heena
    Badarla, Venkataramana
    George, K. J.
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2016, 62 : 75 - 87
  • [32] A Lightweight Trust Model for Wireless Sensor Networks
    Papadopoulos, K.
    Vollotis, S.
    Leligou, H. C.
    Bargiotas, D.
    Trakadas, P.
    Zahariadis, Th.
    NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, 2008, 1048 : 420 - 423
  • [33] A Robust Trust Model for Wireless Sensor Networks
    Gautam, Amit Kumar
    Kumar, Rakesh
    2018 5TH IEEE UTTAR PRADESH SECTION INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS AND COMPUTER ENGINEERING (UPCON), 2018, : 777 - 781
  • [34] A machine learning-based recommendation model for bipartite networks
    Kart, Ozge
    Ulucay, Oguzhan
    Bingol, Berkay
    Isik, Zerrin
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 553 (553)
  • [35] Trust aggregation authentication protocol using machine learning for IoT wireless sensor networks
    Chinnaswamy, Santhanakrishnan
    Annapurani, K.
    COMPUTERS & ELECTRICAL ENGINEERING, 2021, 91
  • [36] Coverage Balancing Based Trust Evaluation Method for Wireless Sensor Networks
    Shen Haibo
    Dong Shengjie
    Xu Jian
    Zhang Hong
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2015, 9 (10): : 381 - 393
  • [37] An entropy-based trust modeling and evaluation for wireless sensor networks
    Dai Hongjun
    Jia Zhiping
    Dong Xiaona
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS, 2008, : 27 - +
  • [38] A Mutual Evaluation Based Trust Management Method for Wireless Sensor Networks
    GUO Jingjing
    MA Jianfeng
    WAN Tao
    Chinese Journal of Electronics, 2017, 26 (02) : 407 - 415
  • [39] A Mutual Evaluation Based Trust Management Method for Wireless Sensor Networks
    Guo Jingjing
    Ma Jianfeng
    Wan Tao
    CHINESE JOURNAL OF ELECTRONICS, 2017, 26 (02) : 407 - 415
  • [40] BTEM: Belief based trust evaluation mechanism for Wireless Sensor Networks
    Anwar, Raja Waseem
    Zainal, Anazida
    Outay, Fatma
    Yasar, Ansar
    Iqbal, Saleem
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 96 : 605 - 616