TY - GEN
T1 - Distributed cooperative fault detection for multi-agent system with packet dropout
AU - Zhang, Zixuan
AU - Feng, Xiaoxue
AU - Pan, Feng
AU - He, Ruxuan
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/11/6
Y1 - 2020/11/6
N2 - In this article, the problem of distributed cooperative fault detection (FD) for multi-agent system with packet dropout is described. Firstly, fault modeling is carried out for this system with packet dropout. Secondly, the best reference model without packet dropout is established, and the residual generator is constructed by the model matching strategy, so that the residual signal can approach to the reference model. According to the above work, an information fusion rule based on Dempster-Shafer evidence theory for conflict evidence is used to fuse the confidence of nodes in local sub-network, and the distributed cooperation residual is calculated. Finally, combined with residual evaluation, a simulation test is carried out. The comparison of simulation results with and without cooperation shows that distributed cooperation between nodes can reduce the impact on fault detection with packet dropout and improve the property of fault detection.
AB - In this article, the problem of distributed cooperative fault detection (FD) for multi-agent system with packet dropout is described. Firstly, fault modeling is carried out for this system with packet dropout. Secondly, the best reference model without packet dropout is established, and the residual generator is constructed by the model matching strategy, so that the residual signal can approach to the reference model. According to the above work, an information fusion rule based on Dempster-Shafer evidence theory for conflict evidence is used to fuse the confidence of nodes in local sub-network, and the distributed cooperation residual is calculated. Finally, combined with residual evaluation, a simulation test is carried out. The comparison of simulation results with and without cooperation shows that distributed cooperation between nodes can reduce the impact on fault detection with packet dropout and improve the property of fault detection.
KW - Dempster-Shafer evidence theory
KW - distributed cooperation
KW - fault detection
KW - model matching strategy
KW - multi-agent system
KW - packet dropout
UR - http://www.scopus.com/inward/record.url?scp=85100933212&partnerID=8YFLogxK
U2 - 10.1109/CAC51589.2020.9327036
DO - 10.1109/CAC51589.2020.9327036
M3 - Conference contribution
AN - SCOPUS:85100933212
T3 - Proceedings - 2020 Chinese Automation Congress, CAC 2020
SP - 3265
EP - 3270
BT - Proceedings - 2020 Chinese Automation Congress, CAC 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2020 Chinese Automation Congress, CAC 2020
Y2 - 6 November 2020 through 8 November 2020
ER -