Introduction Background Signal Processing Typical Gas Turbine Diagnostics Linear Filters Median Filters Least-Squares Approach Kalman Filter Influence Coefficients Vibration-Based Diagnostics Idempotent Median Filter Weighted Median Filter Center Weighted Median Filter Center Weighted Idempotent Median Filter Test Signal Error Measure Summary Median-Rational Hybrid Filters Test Signals Rational Filter Median-Rational Filter Numerical Simulations Summary FIR-Median Hybrid Filters FIR-Median Hybrid (FMH) Filters Weighted FMH Filter Test Signal Numerical Simulations Summary Transient Data and the Myriad Filter Steady-State and Transient Signals Myriad Filter Numerical Simulations Gas Turbine Transient Signal Weighted Myriad Algorithm Adaptive Weighted Myriad Filter Algorithm Summary Trend Shift Detection Problem Formulation Image Processing Concepts Median Filter Recursive Median Filter Cascaded Recursive Median Filter Edge Detection Numerical Simulations Trend Shift Detection Summary Optimally Weighted Recursive Median Filters Weighted Recursive Median Filters Test Signals Numerical Simulations Test Signal with Outliers Performance Comparison Three- and Seven-Point Optimally Weighted RM Filters Simulations Kalman Filter Kalman Filter Approach Single-Fault Isolation Numerical Simulations Sensor Error Compensation Summary Neural Network Architecture Artificial Neural Network Approach Kalman Filter and Neural Network Methods Autoassociative Neural Network Summary Fuzzy Logic System Module and System Faults Fuzzy Logic System Defuzzification Problem Formulation Fuzzification Rules and Fault Isolation Numerical Simulations Summary Soft Computing Approach Gas Turbine Fault Isolation Neural Signal Processing--Radial Basis Function Neural Networks Fuzzy Logic System Genetic Algorithm Genetic Fuzzy System Numerical Simulations Summary Vibration-Based Diagnostics Formulations Numerical Simulations Summary References Index ian Hybrid (FMH) Filters Weighted FMH Filter Test Signal Numerical Simulations Summary Transient Data and the Myriad Filter Steady-State and Transient Signals Myriad Filter Numerical Simulations Gas Turbine Transient Signal Weighted Myriad Algorithm Adaptive Weighted Myriad Filter Algorithm Summary Trend Shift Detection Problem Formulation Image Processing Concepts Median Filter Recursive Median Filter Cascaded Recursive Median Filter Edge Detection Numerical Simulations Trend Shift Detection Summary Optimally Weighted Recursive Median Filters Weighted Recursive Median Filters Test Signals Numerical Simulations Test Signal with Outliers Performance Comparison Three- and Seven-Point Optimally Weighted RM Filters Simulations Kalman Filter Kalman Filter Approach Single-Fault Isolation Numerical Simulations Sensor Error Compensation Summary Neural Network Architecture Artificial Neural Network Approach Kalman Filter and Neural Network Methods Autoassociative Neural Network Summary Fuzzy Logic System Module and System Faults Fuzzy Logic System Defuzzification Problem Formulation Fuzzification Rules and Fault Isolation Numerical Simulations Summary Soft Computing Approach Gas Turbine Fault Isolation Neural Signal Processing--Radial Basis Function Neural Networks Fuzzy Logic System Genetic Algorithm Genetic Fuzzy System Numerical Simulations Summary Vibration-Based Diagnostics Formulations Numerical Simulations Summary References Indexan Filters Test Signals Numerical Simulations Test Signal with Outliers Performance Comparison Three- and Seven-Point Optimally Weighted RM Filters Simulations Kalman Filter Kalman Filter Approach Single-Fault Isolation Numerical Simulations Sensor Error Compensation Summary Neural Network Architecture Artificial Neural Network Approach Kalman Filter and Neural Network Methods Autoassociative Neural Network Summary Fuzzy Logic System Module and System Faults Fuzzy Logic System Defuzzification Problem Formulation Fuzzification Rules and Fault Isolation Numerical Simulations Summary Soft Computing Approach Gas Turbine Fault Isolation Neural Signal Processing--Radial Basis Function Neural Networks Fuzzy Logic System Genetic Algorithm Genetic Fuzzy System Numerical Simulations Summary Vibration-Based Diagnostics Formulations Numerical Simulations Summary References Indexcal Simulations Summary Soft Computing Approach Gas Turbine Fault Isolation Neural Signal Processing--Radial Basis Function Neural Networks Fuzzy Logic System Genetic Algorithm Genetic Fuzzy System Numerical Simulations Summary Vibration-Based Diagnostics Formulations Numerical Simulations Summary References Index.