Fault-Diagnosis Systems
Produktnummer:
18051b44056a704b9e92e970c5f6381c71
Autor: | Isermann, Rolf |
---|---|
Themengebiete: | Analysis Monitoring Signal Trend Wavelet actuator fuzzy fuzzy logic modeling safety |
Veröffentlichungsdatum: | 13.10.2005 |
EAN: | 9783540241126 |
Sprache: | Englisch |
Seitenzahl: | 475 |
Produktart: | Kartoniert / Broschiert |
Verlag: | Springer Berlin |
Untertitel: | An Introduction from Fault Detection to Fault Tolerance |
Produktinformationen "Fault-Diagnosis Systems"
With increasing demands for efficiency and product quality and progressing integration of automatic control systems in high-cost mechatronic and safety-critical processes, the field of supervision (or monitoring), fault detection and fault diagnosis plays an important role. The book gives an introduction into advanced methods of fault detection and diagnosis (FDD). After definitions of important terms, the reliability, availability, safety and systems integrity of technical processes is considered. Then fault-detection methods for single signals without models like limit and trend checking and with harmonic and stochastic models, like Fourier analysis, correlation and wavelets are treated. This is followed by fault detection with process models using the relationships between signals like parameter estimation, parity equations, observers and principal component analysis. The treated fault-diagnosis methods include classification methods from Bayes classification to neural networks with decision trees and inference methods from approximate reasoning with fuzzy logic to hybrid fuzzy-neuro systems.Especially for safety-critical processes fault-tolerant systems are required. Basic redundant structures like n-out-of-m systems, cold and hot standby are considered and ways to design fault-tolerant sensors, actuators and control systems are outlined.Several practical examples for fault detection and diagnosis of DC motor drives, a centrifugal pump, automotive suspension and tire show applications.

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