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Article
Filter-Based Fault Detection And Isolation In Distributed Parameter Systems Modeled By Parabolic Partial Differential Equations
IEEE Access
  • Hasan Ferdowsi
  • Jia Cai
  • Sarangapani Jagannathan, Missourui Univeirsity of Science and Technology
Abstract

This paper covers model-based fault detection and isolation for linear and nonlinear distributed parameter systems (DPS). The first part mainly deals with actuator, sensor and state fault detection and isolation for a class of DPS represented by a set of coupled linear partial differential equations (PDE). A filter based observer is designed based on the linear PDE representation using which a detection residual is generated. A fault is detected when the magnitude of the detection residual exceeds a detection threshold. Upon detection, several isolation estimators are designed using filters whose output residuals are compared with predefined isolation thresholds. A fault on a linear DPS is declared to be of certain type if the corresponding isolation estimator output residual is below its isolation threshold while the other fault isolation estimator output residual is above its threshold. Next, the fault location is determined when a state fault is identified. The second part of this paper focuses on fault detection and isolation of nonlinear DPS by using a Luenberger type observer. Here fault isolation framework is introduced to isolate actuator, sensor and state faults with isolability condition by using additional boundary measurements and without filters. Finally, the effectiveness of the proposed fault detection and isolation schemes for both linear and nonlinear DPS are demonstrated through simulation.

Department(s)
Electrical and Computer Engineering
Publication Status
Open Access
Keywords and Phrases
  • distributed parameter systems,
  • Fault detection,
  • fault isolation,
  • partial differential equations
Document Type
Article - Journal
Document Version
Final Version
File Type
text
Language(s)
English
Rights
© 2023 The Authors, All rights reserved.
Publication Date
1-1-2023
Publication Date
01 Jan 2023
Citation Information
Hasan Ferdowsi, Jia Cai and Sarangapani Jagannathan. "Filter-Based Fault Detection And Isolation In Distributed Parameter Systems Modeled By Parabolic Partial Differential Equations" IEEE Access Vol. 11 (2023) p. 45011 - 45027 ISSN: 2169-3536
Available at: http://works.bepress.com/jagannathan-sarangapani/276/