Title | ||
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Fault Detection and Isolation for a Class of Nonlinear Systems Based on Gerschgorin Theorem and Optimization Approach |
Abstract | ||
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This article is concerned with the fault detection and isolation (FDI) problem for a class of nonlinear systems described by the T–S fuzzy models. Based on the concept of minimum unobservability subspace and geometric property of factor space, a set of FDI filters where each residual is only affected by one fault and completely decoupled from other faults is designed. Furthermore, in the decoupling space, the
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performance indexes are provided to enhance the sensitivity of residual to faults and robustness to disturbances. In particular, to solve the nonconvex filter design problem caused by introducing the
<inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$H_{-}$ </tex-math></inline-formula>
index, the Gerschgorin theorem is first used to linearize the corresponding filter design conditions in the outer region of a ball. Then, the FDI filter design problem is converted into a convex optimization one, which is solved via the linear matrix inequality (LMI) control Toolbox, and the advantages and effectiveness of the proposed FDI method are verified through two simulation examples. |
Year | DOI | Venue |
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2022 | 10.1109/TSMC.2021.3129812 | IEEE Transactions on Systems, Man, and Cybernetics: Systems |
Keywords | DocType | Volume |
Convex optimization approach,fault detection and isolation (FDI),Gerschgorin theorem,nonlinear systems | Journal | 52 |
Issue | ISSN | Citations |
9 | 2168-2216 | 0 |
PageRank | References | Authors |
0.34 | 35 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Jie Sun | 1 | 0 | 0.34 |
P. Liu | 2 | 50 | 8.37 |
Xiao-Jian Li | 3 | 264 | 13.82 |