Reliability Assessment Model for Industrial Control System Based on Belief Rule Base

被引:4
|
作者
Wang, Y. H. [1 ]
Qiao, P. L. [1 ]
Luo, Z. Y. [1 ]
Sun, G. L. [1 ]
Wang, G. Z. [1 ]
机构
[1] Harbin Univ Sci & Technol, Sch Comp Sci & Technol, Harbin 150080, Heilongjiang, Peoples R China
关键词
Belief rule base (BRB); industrial control system (ICS); evidential reasoning (ER); reliability assessment; covariance matrix adaptation evolution strategy (CMA-ES) algorithm;
D O I
10.15837/ijccc.2019.3.3548
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper establishes a novel reliability assessment method for industrial control system (ICS). Firstly, the qualitative and quantitative information were integrated by evidential reasoning(ER) rule. Then, an ICS reliability assessment model was constructed based on belief rule base (BRB). In this way, both expert experience and historical data were fully utilized in the assessment. The model consists of two parts, a fault assessment model and a security assessment model. In addition, the initial parameters were optimized by covariance matrix adaptation evolution strategy (CMA-ES) algorithm, making the proposed model in line with the actual situation. Finally, the proposed model was compared with two other popular prediction methods through case study. The results show that the proposed method is reliable, efficient and accurate, laying a solid basis for reliability assessment of complex ICSs.
引用
收藏
页码:419 / 436
页数:18
相关论文
共 50 条
  • [1] A Security Posture Assessment of Industrial Control Systems Based on Evidential Reasoning and Belief Rule Base
    Song, Huishan
    Yuan, Yanbin
    Wang, Yuhe
    Yang, Jianbai
    Luo, Hang
    Li, Shiming
    [J]. Sensors, 2024, 24 (22)
  • [2] Aeronautical relay health state assessment model based on belief rule base with attribute reliability
    Zhou, Zhijie
    Feng, Zhichao
    Hu, Changhua
    Hu, Guanyu
    He, Wei
    Han, Xiaoxia
    [J]. KNOWLEDGE-BASED SYSTEMS, 2020, 197
  • [3] A new reliability health status assessment model for complex systems based on belief rule base
    Liu, Mingyuan
    He, Wei
    Ma, Ning
    Zhu, Hailong
    Zhou, Guohui
    [J]. Reliability Engineering and System Safety, 2025, 254
  • [4] A New Safety Assessment Method Based on Belief Rule Base With Attribute Reliability
    Zhichao Feng
    Wei He
    Zhijie Zhou
    Xiaojun Ban
    Changhua Hu
    Xiaoxia Han
    [J]. IEEE/CAA Journal of Automatica Sinica, 2021, 8 (11) : 1774 - 1785
  • [5] A New Safety Assessment Method Based on Belief Rule Base With Attribute Reliability
    Feng, Zhichao
    He, Wei
    Zhou, Zhijie
    Ban, Xiaojun
    Hu, Changhua
    Han, Xiaoxia
    [J]. IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2021, 8 (11) : 1774 - 1785
  • [6] A New Belief Rule Base Model With Attribute Reliability
    Feng, Zhichao
    Zhou, Zhi-Jie
    Hu, Changhua
    Chang, Leilei
    Hu, Guanyu
    Zhao, Fujun
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2019, 27 (05) : 903 - 916
  • [7] A safety assessment model based on belief rule base with new optimization method
    Feng, Zhichao
    Zhou, Zhijie
    Hu, Changhua
    Ban, Xiaojun
    Hu, Guanyu
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2020, 203 (203)
  • [8] An online intrusion detection method for industrial control systems based on extended belief rule base
    Qian, Guangyu
    Li, Jinyuan
    He, Wei
    Zhang, Wei
    Cao, You
    [J]. INTERNATIONAL JOURNAL OF INFORMATION SECURITY, 2024, 23 (04) : 2491 - 2514
  • [9] A new health prediction model for a sensor network based on belief rule base with attribute reliability
    Shaohua Li
    Jingying Feng
    Wei He
    Ruihua Qi
    He Guo
    [J]. Scientific Reports, 11
  • [10] A new health prediction model for a sensor network based on belief rule base with attribute reliability
    Li, Shaohua
    Feng, Jingying
    He, Wei
    Qi, Ruihua
    Guo, He
    [J]. SCIENTIFIC REPORTS, 2021, 11 (01)