图书简介

Chapter 1. Introduction 1.1 Introduction1.2 Fault Diagnosis1.3 Remaining Useful Life Prediction1.4 Outline of This Book Chapter 2. Filter/Estimator Design of Networked Multirate Sampled Systems with Network-induced Phenomena 2.1 Estimator Design with Measurement Quantization and Sensor Failures2.2 Finite-time Filter Design with Event-based Relay and Fading Channels2.3 Conclusion Chapter 3. Fault Detection of Networked Multirate Systems with Filter-based Methods 3.1 Fault Detection with Fading Measurements and Randomly Occurring Faults3.2 Fault Detection with Dynamic Quantization and Intermittent Faults3.3 Conclusion Chapter 4. Fault Diagnosis of Multirate Time-varying Systems with Filter-based Methods 4.1 Event-based Fault Diagnosis with Constrained Fault4.2 Event-based Fault Diagnosis with Bounded Unknown Fault4.3 Conclusion Chapter 5. Fault Diagnosis of Modular Multilevel Converters with Machine Learning Methods 5.1 Fault Diagnosis with Mixed Kernel Support Tensor Machine5.2 Fault Diagnosis with Synchrosqueezing Transform and Optimized Deep CNN5.3 Conclusion Chapter 6. Remaining Useful Life Prediction of Industrial Components with Filterbased Methods 6.1 Remaining Useful Life Prediction with Adaptive UKF and SVR6.2 Remaining Useful Life Prediction with ALF Optimized PF and LSTM6.3 Remaining Useful Life Prediction with Degradation Point Detection and EKF6.4 Conclusion Chapter 7. Remaining Useful Life Prediction of Industrial Components with Machine Learning Methods 7.1 Remaining Useful Life Prediction with WPT and Optimized SVR7.2 Remaining Useful Life Prediction with Complete Ensemble EMD and GRU7.3 Remaining Useful Life Prediction with PSR and Error Compensation7.4 Conclusion Chapter 8. Conclusions and Future Topics

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