Model-based fault diagnosis for safety-critical chemical reactors: An experimental study

被引:1
|
作者
Du, Pu [1 ]
Wilhite, Benjamin [1 ]
Kravaris, Costas [1 ]
机构
[1] Texas A&M Univ, Artie McFerrin Dept Chem Engn, College Stn, TX 77843 USA
基金
美国国家科学基金会;
关键词
experimental study; fault detection and isolation; GLR analysis; model based; QUANTITATIVE MODEL; PART I; SIGNAL;
D O I
10.1002/aic.18565
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This article presents an experimental application of fault detection, isolation, and estimation in a chemical reactor system, introducing a functional observer-based approach without the need for linear approximation. The residual signal generators, functioning as disturbance-decoupled functional observers, provide fault size estimates and enable fault isolation through multiple generators operating independently. The experimental study focuses on the 3-Picoline oxidation process, deriving a discrete-time model, and constructing specific residual generators for coolant inlet temperature and feed concentration faults. Fault diagnosis employs Fast Fourier Transform (FFT) filtering and Generalized Likelihood Ratio (GLR), facilitating on-the-fly detection during the experiment. The effectiveness of fault detection, disturbance decoupling, and estimation is experimentally validated.
引用
收藏
页数:21
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