Sánchez / Djilali | Neural Control of Renewable Electrical Power Systems | E-Book | www.sack.de
E-Book

E-Book, Englisch, Band 278, 221 Seiten

Reihe: Studies in Systems, Decision and Control

Sánchez / Djilali Neural Control of Renewable Electrical Power Systems


1. Auflage 2020
ISBN: 978-3-030-47443-0
Verlag: Springer International Publishing
Format: PDF
 Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, Band 278, 221 Seiten

Reihe: Studies in Systems, Decision and Control

ISBN: 978-3-030-47443-0
Verlag: Springer International Publishing
Format: PDF
 Kopierschutz: 1 - PDF Watermark

This book presents advanced control techniques that use neural networks to deal with grid disturbances in the context renewable energy sources, and to enhance low-voltage ride-through capacity, which is a vital in terms of ensuring that the integration of distributed energy resources into the electrical power network. It presents modern control algorithms based on neural identification for different renewable energy sources, such as wind power, which uses doubly-fed induction generators, solar power, and battery banks for storage. It then discusses the use of the proposed controllers to track doubly-fed induction generator dynamics references: DC voltage, grid power factor, and stator active and reactive power, and the use of simulations to validate their performance. Further, it addresses methods of testing low-voltage ride-through capacity enhancement in the presence of grid disturbances, as well as the experimental validation of the controllers under both normal and abnormal grid conditions. The book then describes how the proposed control schemes are extended to control a grid-connected microgrid, and the use of an IEEE 9-bus system to evaluate their performance and response in the presence of grid disturbances. Lastly, it examines the real-time simulation of the entire system under normal and abnormal conditions using an Opal-RT simulator.

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Autoren/Hrsg.

Sánchez, Edgar N.
Djilali, Larbi

Weitere Infos & Material

1;Preface;6
2;Acknowledgments;8
3;Abstract;9
4;Contents;10
5;Notations;13
6;Acronyms;14
7;List of Figures;15
8;List of Tables;21
9;1 Introduction;22
9.1;1.1 Motivation;26
9.2;1.2 Objectives;26
9.3;1.3 Main Contributions;27
9.4;1.4 Book Outline;27
10;2 Mathematical Preliminaries;29
10.1;2.1 Discrete-Time Sliding Mode Control;29
10.2;2.2 Block Control;32
10.3;2.3 Inverse Optimal Control: Tracking Problem;34
10.4;2.4 Neural Networks Identification and Control;36
10.4.1;2.4.1 Discrete-Time Recurrent High Order Neural Networks;36
10.4.2;2.4.2 Extended Kalman Filter Training Algorithm;37
10.4.3;2.4.3 Neural Networks for Control Systems;38
10.5;2.5 Stability Definitions;40
11;3 Wind System Modeling;42
11.1;3.1 Wind Power Technologies;42
11.1.1;3.1.1 Wind Turbine Electrical Generators;42
11.1.2;3.1.2 HAWT Components;43
11.2;3.2 Wind Power System Modeling;44
11.2.1;3.2.1 Mechanical Part Model;45
11.2.2;3.2.2 Electrical Machine and Power Converter Models;49
11.3;3.3 LVRT and Voltage Dips;57
11.3.1;3.3.1 LVRT Definition;57
11.3.2;3.3.2 Voltage Dip Definition;57
11.4;3.4 Conclusion;59
12;4 Neural Control Synthesis;60
12.1;4.1 Neural Sliding Mode Control;60
12.1.1;4.1.1 GSC Controller;62
12.1.2;4.1.2 RSC Controller;64
12.2;4.2 Simulation Results;66
12.2.1;4.2.1 GSC Controller;66
12.2.2;4.2.2 RSC Controller;74
12.3;4.3 Neural Sliding Mode Linearization Control;84
12.3.1;4.3.1 GSC Controller;86
12.3.2;4.3.2 RSC Controller;87
12.4;4.4 Simulation Results;88
12.4.1;4.4.1 GSC Controller;89
12.4.2;4.4.2 RSC Controller;93
12.5;4.5 Neural Inverse Optimal Control;106
12.5.1;4.5.1 GSC Controller;107
12.5.2;4.5.2 RSC Controller;108
12.6;4.6 Simulation Results;109
12.6.1;4.6.1 GSC Controller;110
12.6.2;4.6.2 RSC Controller;115
12.7;4.7 Conclusions;124
13;5 Experimental Results;128
13.1;5.1 Prototype Description;128
13.2;5.2 Real-Time SM-FOC;130
13.2.1;5.2.1 GSC Results;130
13.2.2;5.2.2 RSC Results;132
13.2.3;5.2.3 Robustness to Grid Disturbances;138
13.3;5.3 Real-Time N-SMFOC;140
13.3.1;5.3.1 GSC and RSC Identification Results;141
13.3.2;5.3.2 GSC Controller Results;143
13.3.3;5.3.3 RSC Controller Results;144
13.3.4;5.3.4 Robustness to Grid Disturbances;147
13.4;5.4 Real-Time N-SML Control;150
13.4.1;5.4.1 Identification;151
13.4.2;5.4.2 GSC Controller Results;153
13.4.3;5.4.3 RSC Controller Results;155
13.4.4;5.4.4 Robustness to Grid Disturbances;161
13.5;5.5 Real-Time N-IOC Scheme;163
13.5.1;5.5.1 Normal Grid Conditions;163
13.5.2;5.5.2 Abnormal Grid Conditions;167
13.6;5.6 Conclusions;172
14;6 Microgrid Control;173
14.1;6.1 Opal-RT Lab;173
14.2;6.2 Considered Microgrid;174
14.3;6.3 Microgrid Modeling;176
14.3.1;6.3.1 Wind Power System;176
14.3.2;6.3.2 Solar Power System;176
14.3.3;6.3.3 Batteries Bank Storage System Modeling;178
14.4;6.4 Microgrid Neural Controllers;180
14.4.1;6.4.1 Wind Power System Controller;180
14.4.2;6.4.2 Solar Power System Controller;181
14.4.3;6.4.3 BB Neural Controller;182
14.5;6.5 Real-Time Simulation Results;184
14.5.1;6.5.1 Normal Grid Conditions;186
14.5.2;6.5.2 Abnormal Grid Conditions, First Location;192
14.5.3;6.5.3 Non-ideal Grid Conditions, Second Location;201
14.6;6.6 Conclusions;201
15;7 Conclusions and Future Work;202
16;Appendix A Neural Controller Stability Analysis;205
17;A.1 N-SM Controller;205
18;A.2 N-SML Controller;208
19;Appendix B The Wind Turbine Modeling;211
20;B.1 Aerodynamic Model;211
21;B.2 DC-Link Model;213
22;B.3 DFIG Model;215
23;Appendix References;218
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