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Data-Driven And Model-Based Methods For Fault Detection And Diagnosis

Data-Driven And Model-Based Methods For Fault Detection And Diagnosis (eBook)

de Majdi Mansouri, Mohamed N. Nounou, Hazem N. Nounou e Mohamed-Faouzi Harkat 

idioma: Inglês
Editor: ELSEVIER SCIENCE
Edição ou reimpressão: fevereiro de 2020
143,23€
Disponibilidade Imediata
Ebook para ADE

Data-Driven and Model-Based Methods for Fault Detection and Diagnosis covers techniques that improve the quality of fault detection and enhance monitoring through chemical and environmental processes. The book provides both the theoretical framework and technical solutions. It starts with a review of relevant literature, proceeds with a detailed description of developed methodologies, and then discusses 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 detectionIncludes interval PCA (IPCA) and interval PLS (IPLS) fault detection methods to enhance the quality of fault detectionProvides model-based detection techniques for the improvement of monitoring processes using state estimation-based fault detection approachesDemonstrates the effectiveness of the proposed strategies by conducting simulation and experimental studies on synthetic data

Data-Driven And Model-Based Methods For Fault Detection And Diagnosis
de Majdi Mansouri, Mohamed N. Nounou, Hazem N. Nounou e Mohamed-Faouzi Harkat 
ISBN: 9780128191651 Ano de edição ou reimpressão: 02-2020 Editor: ELSEVIER SCIENCE Idioma: Inglês Páginas: 322 Tipo de Produto: eBook Formato: ePUB i Classificação Temática: eBooks  >  eBooks em Inglês  >  Engenharia  >  Engenharia Geral

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