TY - JOUR
T1 - A Novel Framework of Cooperative Design
T2 - Bringing Active Fault Diagnosis into Fault-Tolerant Control
AU - Jia, Fanlin
AU - Cao, Fangfei
AU - Lyu, Guangran
AU - He, Xiao
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2023/5/1
Y1 - 2023/5/1
N2 - Fault-tolerant control (FTC) may conceal fault symptoms, thereby increasing the difficulty of fault diagnosis (FD). In this article, a novel framework for the cooperative design of active FD and FTC is proposed to optimize FD performance while maintaining fault-tolerance performance. The proposed framework consists of four steps: 1) controller design; 2) residual generation; 3) performance evaluation; and 4) gain tuning. First, a controller with undetermined gains is constructed, and a fault detection observer is designed to generate residuals that can indicate the fault. Then, the performance of fault detection is evaluated. Finally, suboptimal controller gains are obtained by solving an optimization problem. Within the framework of the collaborative design, the occurring faults can be detected faster and more accurately, and the performance of FTC can be guaranteed at the same time. A simulation study is provided to demonstrate the effectiveness of the developed framework.
AB - Fault-tolerant control (FTC) may conceal fault symptoms, thereby increasing the difficulty of fault diagnosis (FD). In this article, a novel framework for the cooperative design of active FD and FTC is proposed to optimize FD performance while maintaining fault-tolerance performance. The proposed framework consists of four steps: 1) controller design; 2) residual generation; 3) performance evaluation; and 4) gain tuning. First, a controller with undetermined gains is constructed, and a fault detection observer is designed to generate residuals that can indicate the fault. Then, the performance of fault detection is evaluated. Finally, suboptimal controller gains are obtained by solving an optimization problem. Within the framework of the collaborative design, the occurring faults can be detected faster and more accurately, and the performance of FTC can be guaranteed at the same time. A simulation study is provided to demonstrate the effectiveness of the developed framework.
KW - Active fault diagnosis (AFD)
KW - cooperative design
KW - fault-tolerant control (FTC)
KW - gain tuning
KW - input design
UR - http://www.scopus.com/inward/record.url?scp=85132630287&partnerID=8YFLogxK
U2 - 10.1109/TCYB.2022.3176538
DO - 10.1109/TCYB.2022.3176538
M3 - Article
C2 - 35714092
AN - SCOPUS:85132630287
SN - 2168-2267
VL - 53
SP - 3301
EP - 3310
JO - IEEE Transactions on Cybernetics
JF - IEEE Transactions on Cybernetics
IS - 5
ER -