Data-Driven Method for Fault Isolation in Technical Systems

被引：0
|
作者：
Zhirabok, Alexey [1 ]
Pavlov, Sergey [1 ]
机构：
[1] Far Eastern Fed Univ, Dept Automat & Control, Vladivostok, Russia
来源：
PROCEEDINGS OF THE 2015 20TH INTERNATIONAL CONFERENCE ON PROCESS CONTROL (PC) | 2015年
关键词：
nonlinear dynamic systems; fault isolation; data-driven method; algebra of functions;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The paper is devoted to the problem of fault isolation in technical systems described by nonlinear dynamic models containing non-smooth nonlinearities. So-called "model-free" or "data-driven" method is used to solve the problem. The feature of this method is that parameters of the system under consideration may be unknown. The algebra of functions is used to solve the problem under consideration.
引用
收藏
页码：290 / 295
页数：6
相关论文
共 50 条
  • [1] Data-Driven Method for Fault Isolation in Technical Systems
    Zhirabok, Alexey
    Pavlov, Sergey
    [J]. 2015 INTERNATIONAL SIBERIAN CONFERENCE ON CONTROL AND COMMUNICATIONS (SIBCON), 2015,
  • [2] Data-Driven Method of Fault Detection in Technical Systems
    Zhirabok, Alexey
    Pavlov, Sergey
    [J]. 25TH DAAAM INTERNATIONAL SYMPOSIUM ON INTELLIGENT MANUFACTURING AND AUTOMATION, 2014, 2015, 100 : 242 - 248
  • [3] Data-driven design of fault detection and isolation method for distributed homogeneous systems *
    Yang, Xu
    Gao, Jingjing
    Huang, Biao
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2021, 358 (09): : 4929 - 4949
  • [4] Subspace method aided data-driven design of fault detection and isolation systems
    Ding, S. X.
    Zhang, P.
    Naik, A.
    Ding, E. L.
    Huang, B.
    [J]. JOURNAL OF PROCESS CONTROL, 2009, 19 (09) : 1496 - 1510
  • [5] A data-driven fault isolation and estimation approach for unknown linear systems
    Ma, Zhen-Lei
    Li, Xiao-Jian
    [J]. JOURNAL OF PROCESS CONTROL, 2023, 124 : 118 - 128
  • [6] Data-Driven Fault Detection and Isolation Inspired by Subspace Identification Method
    Chen Zhaoxu
    Fang Huajing
    [J]. 2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 3224 - 3229
  • [7] Subspace aided data-driven design of robust fault detection and isolation systems
    Wang, Yulei
    Ma, Guangfu
    Ding, Steven X.
    Li, Chuanjiang
    [J]. AUTOMATICA, 2011, 47 (11) : 2474 - 2480
  • [8] Data-Driven Design of Fault Detection and Isolation Systems Subject to Hammerstein Nonlinearity
    Wang, Yulei
    Gao, Bingzhao
    Chen, Hong
    [J]. 2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 214 - 219
  • [9] Data-driven method for the quantitative fault diagnosability analysis of dynamic systems
    Fu, Fangzhou
    Wang, Dayi
    Li, Linlin
    Li, Wenbo
    Wu, Zhigang
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2019, 13 (08): : 1197 - 1203
  • [10] Data-driven Fault Detection and Cause Identification Method for Distribution Systems
    Liu, Shuo
    Liu, Hao
    Bi, Tianshu
    [J]. 2022 4TH INTERNATIONAL CONFERENCE ON SMART POWER & INTERNET ENERGY SYSTEMS, SPIES, 2022, : 1248 - 1253
12345