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 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.
págs. 1-16
Case Studies and Modeling Formalism
Teresa Escobet, José Belarmino Pulido Junquera, Aníbal Bregón Bregón, Vicenç Puig
págs. 17-40
págs. 43-68
págs. 69-96
Model-Based Diagnosis by the Artificial Intelligence Community: The DX Approach
Carlos Javier Alonso González, José Belarmino Pulido Junquera
págs. 97-124
Model-Based Diagnosis by the Artificial Intelligence Community: Alternatives to GDE and Diagnosis of Dynamic Systems
José Belarmino Pulido Junquera, Carlos Javier Alonso González
págs. 125-152
BRIDGE: Matching Model-Based Diagnosis from FDI and DX Perspectives
págs. 153-176
Data-Driven Fault Diagnosis: Multivariate Statistical Approach
págs. 177-196
págs. 197-234
págs. 237-262
págs. 263-294
págs. 295-318
págs. 319-346
Constraint-Driven Fault Diagnosis
Rafael Martínez Gasca, Ángel Jesús Varela Vaca, Rafael Ceballos Guerrero
págs. 347-364
Model-Based Software Debugging
Rafael Ceballos Guerrero, Rui Abreu, Ángel Jesús Varela Vaca, Rafael Martínez Gasca
págs. 365-388
págs. 389-408
págs. 409-432
págs. 433-458
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