JOURNAL ARTICLE

Fuzzy Observer-Based Fault Detection Design Approach for Nonlinear Processes

Linlin LiSteven X. DingJianbin QiuYing YangDongmei Xu

Year: 2016 Journal:   IEEE Transactions on Systems Man and Cybernetics Systems Vol: 47 (8)Pages: 1941-1952   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper is concerned with the analysis and integrated design of a type of observer-based fault detection (FD) system for general nonlinear processes. To this end, the existence and design condition for this type of nonlinear observer-based FD systems is first introduced. In this context, the integrated design scheme is investigated by dealing with the design condition with the aid of Takagi-Sugeno (T-S) fuzzy dynamic modeling technique. To be specific, the universal T-S fuzzy observer-based residual generator is developed via fuzzy Lyapunov functions. Subsequently, an integrated observer-based FD scheme is proposed with an embedded dynamic threshold, which is generated to meet the real-time FD requirements from industrial processes. In the end, a numerical example and case simulation study on a continuous stirred tank heater process are performed to show the application of the proposed method.

Keywords:
Control theory (sociology) Observer (physics) Nonlinear system Fuzzy logic Fault detection and isolation Residual Fuzzy control system Computer science Control engineering Context (archaeology) Lyapunov function Fault (geology) Process (computing) Engineering Algorithm Artificial intelligence Control (management) Actuator

Metrics

79
Cited By
7.97
FWCI (Field Weighted Citation Impact)
55
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence

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