Fault diagnosis of dynamic systems : quantitative and qualitative approaches / Teresa Escobet [and three others], editors.
2019
TJ213.7 .F38 2019
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Details
Title
Fault diagnosis of dynamic systems : quantitative and qualitative approaches / Teresa Escobet [and three others], editors.
ISBN
9783030177287 (electronic bk.)
3030177289 (electronic bk.)
3030177270
9783030177270
3030177289 (electronic bk.)
3030177270
9783030177270
Published
Cham, Switzerland : Springer, [2019]
Language
English
Description
1 online resource
Item Number
10.1007/978-3-030-17728-7 doi
10.1007/978-3-030-17
10.1007/978-3-030-17
Call Number
TJ213.7 .F38 2019
Dewey Decimal Classification
629.83125
Summary
Fault Diagnosis of Dynamic Systems provides readers with a glimpse into the fundamental issues and techniques of fault diagnosis used by Automatic Control (FDI) and Artificial Intelligence (DX) research communities. The book reviews the standard techniques and approaches widely used in both communities. It also contains benchmark examples and case studies that demonstrate how the same problem can be solved using the presented approaches. The book also introduces advanced fault diagnosis approaches that are currently still being researched, including methods for non-linear, hybrid, discrete-event and software/business systems, as well as, an introduction to prognosis. Fault Diagnosis of Dynamic Systems is a valuable source of information for researchers and engineers starting to work on fault diagnosis and willing to have a reference guide on the main concepts and standard approaches on fault diagnosis. Readers with experience on one of the two main communities will also find it useful to learn the fundamental concepts of the other community and the synergies between them. The book is also open to researchers or academics who are already familiar with the standard approaches, since they will find a collection of advanced approaches with more specific and advanced topics or with application to different domains. Finally, engineers and researchers looking for transferable fault diagnosis methods will also find useful insights in the book.
Bibliography, etc. Note
Includes bibliographical references and index.
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Access limited to authorized users.
Source of Description
Online resource; title from digital title page (viewed on August 01, 2019).
Added Author
Escobet, T., editor.
Available in Other Form
Fault diagnosis of dynamic systems.
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Table of Contents
Introduction and Fundamental Concepts
Case Studies
Part I: Standard Approaches
Structural Analysis
The FDI Approach
The DX Approach
Bridge: Integration of FDI and DX Approaches
Data-Driven Fault Diagnosis
Discrete-Event Systems Fault Diagnosis
Part II: Advanced Approaches
Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems
Model-Based Diagnosis with Probabilistic Models
Qualitative Modeling for Fault Diagnosis
Model Based Fault Diagnosis of Hybrid Systems
Model-Based Software Debugging
Diagnosing Business Processes
Prognosis.
Case Studies
Part I: Standard Approaches
Structural Analysis
The FDI Approach
The DX Approach
Bridge: Integration of FDI and DX Approaches
Data-Driven Fault Diagnosis
Discrete-Event Systems Fault Diagnosis
Part II: Advanced Approaches
Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems
Model-Based Diagnosis with Probabilistic Models
Qualitative Modeling for Fault Diagnosis
Model Based Fault Diagnosis of Hybrid Systems
Model-Based Software Debugging
Diagnosing Business Processes
Prognosis.