Fault diagnosis and sustainable control of wind turbines robust data-driven and model-based strategies / Silvio Simani, Saverio Farsoni.
| Author/creator | Simani, Silvio, 1971- |
| Other author | Farsoni, Saverio, 1987- |
| Format | Electronic |
| Publication Info | Oxford, United Kingdom : Butterworth-Heinemann, [2018] |
| Description | xiii, 213 pages : illustrations ; 28 cm |
| Supplemental Content | Full text available from eBook - Engineering 2018 |
| Supplemental Content | Full text available from eBooks on EBSCOhost |
| Subjects |
| Contents | Machine generated contents note: 1. Introduction -- 1.1. Introduction -- 1.2. Motivations -- 1.3. Nomenclature -- 1.4. Introduction to Wind Turbine Modeling -- 1.5. Introduction to Fault Diagnosis Methods -- 1.6. Introduction to Fault Tolerant Control Methods -- 1.7. Modeling and Advanced Control Benchmarking -- 1.8. Outline of the Monograph -- 1.9. Summary -- 2. System and Fault Modeling -- 2.1. Introduction -- 2.2. System Description -- 2.2.1. Wind Turbine Categories -- 2.3. Wind Turbine Main Components -- 2.3.1. Aerodynamic System -- 2.3.2. Drive-Train Model -- 2.3.3. Load Carrying Structure and Blade Models -- 2.3.4. Power System Model -- 2.3.5. Pitch System Model -- 2.3.6. Wind Model -- 2.3.7. Model-Reality Mismatch -- 2.3.8. Actuator and Sensor Models -- 2.3.9. Overall Model Structure -- 2.4. Wind Turbine Control Issues -- 2.4.1. Advanced Control Solutions -- 2.4.2. Wind Turbines Feedback Control -- 2.4.3. Structural and Drive-Train Stress Damper -- 2.4.4. Bumpless Transfer -- 2.5. Wind Turbine Benchmark -- 2.5.1. Wind Turbine Benchmark Model -- 2.5.2. Wind Turbine Controller Model -- 2.5.3. The Measurement Model -- 2.5.4. Wind Turbine Fault Scenario -- 2.5.5. Model Parameters -- 2.5.6. Wind Turbine Benchmark Overall Model -- 2.6. Wind Farm Benchmark -- 2.6.1. Wind and Wake Model -- 2.6.2. Wind Farm Benchmark Overall Model -- 2.6.3. Wind Farm Fault Scenario -- 2.6.4. Model Parameters -- 2.7. Fault Analysis -- 2.7.1. Failure Mode and Effect Analysis -- 2.7.2. Fault Specifications and Requirements -- 2.8. Summary -- 3. Fault Diagnosis for Wind Turbine Systems -- 3.1. Introduction -- 3.1.1. Plant and Fault Models -- 3.1.2. Residual Generation General Scheme -- 3.1.3. Residual Evaluation for Change Detection -- 3.2. Residual Generation Model-Based Approaches -- 3.2.1. Parity Space Methods -- 3.2.2. Observer-Based Methods -- 3.2.3. Filtering Methods -- 3.2.4. Nonlinear Geometric Approach Method to FDI -- 3.3. Residual Generation Data-Driven Approaches -- 3.3.1. Recursive Identification Approaches -- 3.3.2. Artificial Intelligence Methods -- 3.3.3. Fault Diagnosis Technique Integration -- 3.4. Robust Residual Generation Issues -- 3.5. Summary -- 4. Fault Tolerant Control for Wind Turbine Systems -- 4.1. Introduction -- 4.1.1. Integration of Fault Diagnosis and Control -- 4.1.2. Nonlinear Adaptive Filters for Fault Estimation -- 4.2. Wind Turbine Control Strategies -- 4.2.1. Fuzzy Modeling for Control -- 4.2.2. Recursive Identification for Adaptive Control -- 4.2.3. Sustainable Control -- 4.3. Fault Tolerant Control Architectures -- 4.3.1. Controller Compensation and Active Fault Tolerance -- 4.4. Fault Tolerant Control Oriented Fault Diagnosis -- 4.4.1. Fault Tolerant Control for Wind Turbine Systems -- 4.5. Summary -- 5. Application Results -- 5.1. Introduction -- 5.2. Wind Turbine Model Application -- 5.2.1. Data-Driven Fault Diagnosis Examples -- 5.2.2. Model-Based Fault Diagnosis Examples -- 5.2.3. Fault Diagnosis Comparative Results -- 5.2.4. Performance and Robustness Analysis -- 5.3. Advanced Control Designs for Wind Turbines -- 5.3.1. Sustainable Control Design -- 5.3.2. Data-Driven Fault Tolerant Control Examples -- 5.3.3. Model-Based Fault Tolerant Control Examples -- 5.3.4. Performance Evaluation and Robustness Analysis -- 5.3.5. Comparative Results and Stability Analysis -- 5.4. Wind Farm Model Application -- 5.4.1. Control Design for Wind Farm -- 5.4.2. Data-Driven Fault Diagnosis -- 5.4.3. Model-Based Fault Diagnosis -- 5.4.4. Comparative and Robustness Analysis -- 5.4.5. Sustainable Control for the Wind Farm Simulator -- 5.5. Summary -- 6. Matlab and Simulink Implementations -- 6.1. Introduction -- 6.2. Wind Turbine System Benchmark -- 6.2.1. Wind Turbine Simulator Main Components -- 6.2.2. Aerodynamic Block -- 6.2.3. Drive-Train Block -- 6.2.4. Power System Block -- 6.2.5. Pitch System Block -- 6.2.6. Wind Model Block -- 6.2.7. Actuator and Sensor Model Block -- 6.2.8. Wind Turbine Controller Block -- 6.2.9. Wind Turbine Fault Blocks -- 6.2.10. Wind Turbine Model Parameter Initialization -- 6.3. Wind Farm System Benchmark -- 6.3.1. Wind and Wake Block -- 6.3.2. Wind Farm Fault Block -- 6.3.3. Wind Farm Model Parameter Initialization -- 6.3.4. Fault Diagnosis Module Implementation -- 6.3.5. Fault Tolerant Control Module Implementation -- 6.3.6. Monte Carlo Simulation Tool -- 6.3.7. Hardware-ln-The-Loop Tests -- 6.4. Summary -- 7. Conclusions -- 7.1. Introduction -- 7.2. Closing Remarks -- 7.3. Further Work and Open Problems -- 7.3.1. Sustainable Control Design Objectives -- 7.3.2. Sustainable Control Concepts and Approaches -- 7.3.3. Sustainable Control Approaches and Working Methods -- 7.3.4. Sustainable Control Design Ambition -- 7.3.5. Sustainable Control Innovation Potentials -- 7.3.6. Sustainable Control Expected Impacts -- 7.4. Summary. |
| Bibliography note | Includes bibliographical references and index. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Genre/form | Electronic books. |
| LCCN | 2017951979 |
| ISBN | 9780128129845 (paperback) |
| ISBN | 0128129840 (paperback) |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | ✔ Available |