Data-Driven and Model-Based Methods for Fault Detection and Diagnosis

By: Nounou, Harkat, Mansouri

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Paperback | 17 February 2020 | Edition Number 1

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322 Pages

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23.5 x 19.05 x 1.5

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The main objective of Data-Driven and Model-Based Methods for Fault Detection and Diagnosis is to develop techniques that improve the quality of fault detection and then utilize these developed techniques to enhance monitoring various chemical and environmental processes. The book provides both the theoretical framework and technical solutions. It starts with reviewing relevant literature, proceeds with a detailed description of developed methodologies, followed by a discussion of the results of developed methodologies, and ends with major conclusions reached from the analysis of simulation and experimental studies. The book is an indispensable resource for researchers in academia and industry and practitioners working in chemical and environmental engineering to do their work safely.

Outlines latent variable based hypothesis testing fault detection techniques to enhance monitoring processes represented by linear or nonlinear input-space models (such as PCA) or input-output models (such as PLS)
Explains multiscale latent variable based hypothesis testing fault detection techniques using multiscale representation to help deal with uncertainty in the data and minimize its effect on fault detection
Includes interval PCA (IPCA) and interval PLS (IPLS) fault detection methods to enhance the quality of fault detection
Provides model-based detection techniques for improvement of monitoring processes using state estimation-based fault detection approaches
Demonstrates the effectiveness of the proposed strategies by conducting simulation and experimental studies on synthetic data

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