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" Robust Model-Based Fault Diagnosis for Dynamic Systems "
by Jie Chen, Ron J. Patton.
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BL
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| Record Number
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724346
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b544065
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| Main Entry
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by Jie Chen, Ron J. Patton.
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| Title & Author
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Robust Model-Based Fault Diagnosis for Dynamic Systems\ by Jie Chen, Ron J. Patton.
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| Publication Statement
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Boston, MA: Springer US, 1999
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| Series Statement
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International Series on Asian Studies in Computer and Information Science, 3.
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(xix, 356 pages)
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| ISBN
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1461551498
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: 9781461551492
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| Contents
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1. Introduction --;1.1 Background --;1.2 Brief history of model-based fault diagnosis --;1.3 Outline of the Book --;2. Basic Principles of Model-Based FDI --;2.1 Introduction --;2.2 Model-based Fault Diagnosis Methods --;2.3 On-line Fault Diagnosis --;2.4 Modeling of Faulty Systems --;2.5 A General Structure of Residual Generation in Model-based FDI --;2.6 Fault Detectability --;2.7 Fault Isolability --;2.8 Residual Generation Techniques --;2.9 Model-based FDI via Parameter Estimation --;2.10 Fault Diagnosis for Stochastic Systems --;2.11 Robust Residual Generation Problems --;2.12 Adaptive Thresholds in Robust FDI --;2.13 Applicability of Model-based FDI Methods --;2.14 Integration of Fault Diagnosis Techniques --;2.15 Summary --;3. Robust Residual Generation Via Uios --;3.1 Introduction --;3.2 Theory and Design of Unknown Input Observers --;3.3 Robust Fault Detection and Isolation Schemes based on UIOs --;3.4 Robust Fault Detection Filters and Robust Directional Residuals --;3.5 Filtering and Robust FDI of Uncertain Stochastic Systems --;3.6 Summary --;4. Robust FDI Via Eigenstructure Assignment --;4.1 Introduction --;4.2 Residual Generation and Responses --;4.3 General Principle for Disturbance De-coupling Design --;4.4 Disturbance De-coupling by Assigning Left Eigenvectors --;4.5 Robust Design Via Parametric Eigenstructure Assignment --;4.6 Disturbance De-coupling by Assigning Right Eigenvectors --;4.7 Dead-Beat Design for Robust Residual Generation --;4.8 Two Numerical Examples in Eigenstructure Assignment --;4.9 Conclusion and Discussion --;5. Disturbance Distribution Matrix Determination For FDI --;5.1 Introduction --;5.2 Direct Determination of Disturbance Distribution Matrix --;5.3 Estimation of Disturbance and Disturbance Distribution Matrix --;5.4 Optimal Distribution Matrix for Multiple Operating Points --;5.5 Modeling and FDI for a Jet Engine System 153 --;5.6 Conclusion --;6. Robust FDI Via Multi-Objective Optimization --;6.1 Introduction --;6.2 Residual Generation and Performance Indices --;6.3 Parameterization In Observer Design --;6.4 Multi-Objective Optimization and the Method of Inequalities --;6.5 Optimization via Genetic Algorithms --;6.6 Detection of Incipient Sensor Faults in Flight Control Systems --;6.7 Conclusions --;7. Robust Fdi Using Optimal Parity Relations --;7.1 Introduction --;7.2 Performance Indices for Optimal Parity Relation Design --;7.3 Optimal Parity Relation Design via Multi-Objective Optimization --;7.4 A Numerical Illustration Example --;7.5 Discussion on Designing Optimal Parity Relations --;7.6 Summary --;8. Frequency Domain Design And H? Optimization For FDI --;8.1 Introduction --;8.2 Robust Fault Detection via Factorization Approach --;8.3 Robust FDI Design via Standard H? Filtering Formulation --;8.4 LMI Approach for Robust Residual Generation --;8.5 Summary --;9. Fault Diagnosis Of Non-Linear Dynamic Systems --;9.1 Introduction --;9.2 Linear and Non-linear Observer-based Approaches --;9.3 Neural Networks in Fault Diagnosis of Non-linear Dynamic Systems --;9.4 Fuzzy Observers for Non-linear Dynamic Systems Fault Diagnosis --;9.5 A Neuro-Fuzzy Approach for Non-linear Systems FDI --;9.6 Summary --;Appendices --;A- Terminology in Model-based Fault Diagnosis --;B- Inverted Pendulum Example --;C- Matrix Rank Decomposition --;D- Proof of Lemma 3.2 --;E- Low Rank Matrix Approximation --;References.
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| Abstract
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It is clear that fault diagnosis (including fault detection and isolation, FDI) has been becoming an important subject in modern control theory and practice.
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Computer science.
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Engineering.
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Systems theory.
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| LC Classification
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TA169.6B955 1999
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| Added Entry
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Jie Chen
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Ron J Patton
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