
Artificial Intelligence for Power Electronics
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Thorough review of how artificial intelligence can enhance the design, control, and optimization of power electronics systems
Artificial Intelligence for Power Electronics provides a comprehensive overview of the intersection between artificial intelligence (AI) and the field of power electronics, exploring how AI can revolutionize and enhance the design, control, and optimization of power electronics systems. The book covers the fundamentals of AI, the fundamentals of power electronics and the challenges the field faces in design to production, and the solutions of these challenges through AI methods. Example solutions, along with Q&A review sections, are included throughout the text, with coverage of both Python and MATLAB.
Topics discussed in Artificial Intelligence for Power Electronics include:
- Supervised, unsupervised, and reinforcement machine learning and the role of data in training machine learning models
- Techniques for AI data collection in power electronics and how to clean, normalize, and handle missing values of data
- Optimization techniques such as Particle Swarm Optimization and Ant Colony Optimization
- Detection techniques for identifying faults and anomalies and clustering algorithms to group similar operational behavior
- Essential Python libraries for machine learning and how to perform machine learning on a Raspberry Pi
Delivering an industry-specific approach to AI applications, Artificial Intelligence for Power Electronics is a helpful reference for undergraduate, postgraduate, and PhD students in electrical, electronic, and computer engineering. Mechanical engineers and other industry professionals may also find it valuable.
Dr. Ahteshamul Haque is Professor with the Department of Electrical Engineering, Jamia Millia Islamia, New Delhi, India.
Dr. Saad Mekhilef is an IEEE Fellow and a Distinguished Professor at the School of Engineering, Swinburne University of Technology, Melbourne, Australia.
Dr. Azra Malik is a Post Doctoral Fellow with the Department of Electrical Engineering, IIT Roorkee, Uttarakhand, India.
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Persons
Dr. Ahteshamul Haque is Professor with the Department of Electrical Engineering, Jamia Millia Islamia, New Delhi, India.
Dr. Saad Mekhilef is an IEEE Fellow and a Distinguished Professor at the School of Engineering, Swinburne University of Technology, Melbourne, Australia.
Dr. Azra Malik is a Post Doctoral Fellow with the Department of Electrical Engineering, IIT Roorkee, Uttarakhand, India.
Content
About the Editors xvii
List of Contributors xix
Preface xxi
1 Fundamentals of Power Electronics and Key Challenges 1
Azra Malik and Ahteshamul Haque
1.1 Introduction 1
1.2 Fundamental Concepts and Definitions 4
1.3 Fundamental Principles Related with Power Electronic Converters 13
1.4 Case Study 22
1.5 Challenges in Power Electronics 24
1.6 Future Trends in Power Electronics 26
1.7 Conclusion 28
2 Introduction of AI and Utility for Power Electronics Applications 33
Suwaiba Mateen and Ahteshamul Haque
2.1 Introduction 33
2.2 Intersection of Artificial Intelligence and Power Electronics 35
2.3 AI Techniques in Power Electronics 37
2.4 Applications of AI in Power Electronics 46
2.5 Case Studies and Real-World Examples 49
2.6 Challenges and Limitations 57
2.7 Conclusion 59
3 Machine Learning Fundamentals 67
Ahteshamul Haque, Azra Malik, and Mansha Khursheed
3.1 Introduction 67
3.2 Key Components of Machine Learning 70
3.3 Fundamental Concepts and Definitions 76
3.4 Machine Learning (ML) Applications in Power Electronics 82
3.5 Case Study 89
3.6 Challenges 95
3.7 Future Research Directions 96
3.8 Conclusion 97
4 Data Collection and Pre-processing 105
Manauwar Hussain, Suwaiba Mateen, and Ahteshamul Haque
4.1 Introduction 105
4.2 Data Collection in Power Electronics 106
4.3 Data Quality and Challenges 110
4.4 Data Pre-processing Techniques 111
4.5 Data Annotation and Labeling 117
4.6 Case Study: Data Smoothing and Detecting Outliers 119
4.7 Challenges and Limitations 129
4.8 Conclusion 129
5 Fuzzy Logic and Metaheuristic Methods in Power Electronics 137
Fatima Shabir Zehgeer and Ahteshamul Haque
5.1 Introduction 137
5.2 Applications of Fuzzy Logic Methods in Power Electronics 139
5.3 Applications of Metaheuristic Methods in Power Electronics 143
5.4 Hybrid Approaches: Fuzzy Logic and Metaheuristic Methods in Power Electronics 145
5.5 Case Studies and Real-World Examples 149
5.6 Conclusion 162
6 Supervised Learning for Power Electronics 173
Md Zafar Khan and Ahteshamul Haque
6.1 Introduction 173
6.2 Types of Supervised Learning 174
6.3 Applications in Power Electronics 182
6.4 Case Study: Predicting Power Consumption in an Electric Motor Using Support Vector Regression (SVR) in MATLAB 190
6.5 Challenges and Future Prospects 196
6.6 Conclusion 196
7 Unsupervised Learning for Anomaly Detection 201
Ahteshamul Haque and Mohammed Ali Khan
7.1 Introduction 201
7.2 Faults in Power Electronics 202
7.3 Unsupervised Learning 206
7.4 Modeling System for the Case Study 214
7.5 Conclusion 221
8 Reinforcement Learning and Control 229
Azra Malik, Suwaiba Mateen, and Ahteshamul Haque
8.1 Introduction 229
8.2 Basics of Reinforcement Learning (RL) 231
8.3 RL Methods 235
8.4 Reinforcement Learning in Power Electronics Applications 243
8.5 Case Study - RL-based Control of Buck Converter 251
8.6 Future Research Directions 259
8.7 Conclusion 259
9 Implementation of Machine Learning for Power Electronics Application Using MATLAB 267
Manauwar Hussain, Ahteshamul Haque, and Md Zafar Khan
9.1 Introduction 267
9.2 Machine Learning 269
9.3 Types of Machine Learning 272
9.4 ml in Power Electronics 275
9.5 Current Trends and Research in the Integration of ML with Power Electronics 276
9.6 Machine Learning in Power Electronics Using MATLAB 280
9.7 Case Study 285
9.8 Conclusion 297
10 Implementation of Machine Learning for Power Electronics Application Using PYTHON 301
Mohammad Amir, Izhar Ahmad Saifi, and Ahteshamul Haque
10.1 Introduction 301
10.2 ml Algorithms Used in Power Electronics Utilizing PYTHON Platform 306
10.3 PYTHON Library and Model Development 308
10.4 Stepwise Developing a Power Electronics Classification Model in Python 310
10.5 Development of ML Classification Model Using PYTHON for PEs Converters 315
10.6 Challenges of Utilizing ML with Python for PEs Applications 321
10.7 Conclusion and Future Scope 322
11 Integration of AI in Power Electronics in Real-time 329
Kurukuru Varaha Satya Bharath and Ahteshamul Haque
11.1 Overview 329
11.2 Control Development 330
11.3 Overview of Rapid Control Prototyping (RCP) 344
11.4 System Configuration 348
11.5 Development Process 350
11.6 Hardware-in-the-Loop (HIL) and RCP Interface 358
11.7 Conclusion 361
Exercises 364
References 365
Index 369
1
Fundamentals of Power Electronics and Key Challenges
Azra Malik and Ahteshamul Haque
Advance Power Electronics and Research Laboratory, Jamia Millia Islamia (A Central University), New Delhi, India
1.1 Introduction
Power electronics is a cornerstone of modern electrical engineering, allowing for efficient control and conversion of electrical power in a wide range of applications. This area combines electronics and power engineering ideas to develop devices and systems capable of handling large amounts of electricity effectively [1]. Power electronics encompasses a wide range of devices, including power converters, inverters, and motor drives, which are all necessary for modern industrial operations, consumer electronics, and renewable energy systems. The history of power electronics began with the introduction of the first semiconductor devices. The silicon-controlled rectifier (SCR) was invented in the late 1950s, and it marked an important milestone in electrical power regulation [2]. Since then, advances in semiconductor technology have resulted in the creation of a variety of power electronic devices, including Insulated Gate Bipolar Transistors (IGBTs) and Metal-Oxide-Semiconductor Field-Effect Transistors (MOSFETs), which provide higher efficiency and switching capabilities. These developments were crucial in improving the performance and lowering the costs of power electronic systems. Despite these advances, the area of power electronics encounters significant challenges that should be addressed in order to fulfil the rising demands of present-day technology. One of the pressing challenges is the requirement for increased efficiency and power density. As applications become increasingly demanding, it is critical to minimize energy losses and reduce the weight, and size of power electronic systems. This necessitates novel materials, enhanced semiconductor devices, and better heat management approaches. Wide bandgap (WBG) semiconductors like silicon carbide (SiC) and gallium nitride (GaN) have emerged as potential options [3]. These materials provide superior electrical characteristics, including higher breakdown voltage and more rapid switching rates, which may drastically enhance power electronic systems' performance.
Power electronics technology in the 21st century envisions a more distributed energy sector with IoT connectivity, and smart devices. Power electronics is the study of how electrical power is controlled and converted through electronic devices. It covers a wide range of technologies and applications, including small power supply and huge power systems [4]. Understanding basic ideas and terminologies, such as the many types of power electronic devices, converters, modulation techniques, and control methods, is critical for anyone working in this field. These ideas underpin a wide range of applications, including renewable energy systems, electric transportation systems, and diverse range of power suppliers. The swift growth of energy planning technology in smart grids, combining sensors, smart devices, storage devices, and non-conventional energy sources utilizing communication networks, is driving the demand for more sustainable and cleaner energy. It is a well-known fact that burning fossil fuels like coal, oil, and natural gas to create power is harmful to the environment and contributes significantly to climate change. Throughout decades of heavy mining of resources based on fossil fuel, the consumption of energy is enormously increasing and is expected to rise further as the global economy expands. Developing inexpensive and clean electricity is crucial for ensuring global sustainability and combating climate change. Efforts to increase the use of renewable energy (REN) sources are ongoing, with new technologies developing. Among these resources, solar photovoltaic (PV) and wind are now the most favorable, accounting for more than half of the entire worldwide capacity being installed.
Worldwide, the installed PV capacity grew significantly, surpassing 1340 GW in 2023, an increase from around 940 GW at the close of 2022 and 760 GW in 2021. This shows an impressive annual growth rate of nearly 24% and 30% for the respective years, as depicted in Figure 1.1 [5]. It is expected that additional wind and solar PV capacity will be built shortly, as the costs of such technologies continue to fall; hence, large-scale wind and solar PV power generation is just around the corner. However, the key problem is the combination of power electronics with these RENs. Renewable energy sources, such as solar and wind, are inherently variable and intermittent, necessitating complex power electronic systems to assure steady and reliable power conversion and delivery. Advanced control algorithms and grid-tied inverters are critical for regulating fluctuations and ensuring grid stability. Furthermore, power electronics play an important part in energy storage systems, which are critical for balancing supply and demand in renewable energy applications [6]. Power electronics is also having a huge influence on the electrification of transportation. Electric vehicles (EVs) require extremely efficient power converters and inverters that can function in a variety of challenging environments [7]. To fulfil performance and safety regulations, power electronics are widely used in the development of fast-charging infrastructure and advanced battery management systems. Innovations in these areas are vital for the broad adoption of EVs, which is necessary for lowering greenhouse gas emissions and dependency on fossil fuels.
Figure 1.1 Globally installed renewable energy trend.
Furthermore, as modern power systems become increasingly complicated, control and reliability issues arise. The integration of smart grid technologies, which rely on power electronics for real-time monitoring and control, is critical for increasing the efficiency and resilience of electricity distribution networks [8]. These technologies allow for improved regulation of electrical flows, the integration of dispersed energy resources, and the general stability of the grid. To summarize, this chapter details the modern power electronics fundamental concepts and related principles. While power electronics has made significant progress over the last few decades, continued research and development is required to solve present problems. Future developments must focus on increasing efficiency, integrating renewable energy sources, and promoting vehicle electrification. By tackling these problems, power electronics can continue to play an important role in increasing energy efficiency and sustainability across a variety of applications.
1.2 Fundamental Concepts and Definitions
Power electronics is an essential field that deals with the control, conversion and delivery of electrical power utilizing different electronic components. Power semiconductor devices are at the heart of power electronics, providing the switching and rectification operations required for effective power control. These semiconductor devices are the foundation of power electronics systems, allowing for efficient conversion and management of electrical power. They enable precise control of required electrical parameters, as per the operation of a wide range of electronic devices and systems, from small consumer electronics to big industrial machinery [9]. Key components of such systems include semiconductor devices like diodes, transistors, and thyristors as discussed here. The fundamental component or devices in power conversion applications are electronic switches, since they have the capability of dealing with high currents and voltages at high-frequency operations. The concept of ideal switch is highly important in this regard, and it can be represented using a three-terminal device as displayed in Figure 1.2 (a) which consists of input, control terminal often pronounced as gate terminal, and output. An "ideal" switch is one, which, when open, conducts zero current and can tolerate infinite voltage. When this ideal switch is closed, the voltage across it is zero, and it may handle infinite current. Furthermore, an ideal switch has the ability to change its state immediately, which means it takes no time to move from ON to OFF or OFF to ON states. An ideal switch may maintain bidirectional voltage, carry bidirectional current, and consume no power. When we draw the graph of the current through the switch in relation to its voltage, we get four quadrants, which are commonly known by the term vi plane as depicted in Figure 1.2 (b). As per the description, an ideal switch may function in each of the four quadrants. It is important to understand the concept of ideal switches particularly during the evaluation of various circuit topologies. The presumptions of zero leakage current, zero voltage drop, and instant transitions facilitates the simulation and modeling of varied electrical devices. Power switches are classified into three types based on the ideal switch characteristics.
Figure 1.2 (a) Ideal switch and (b) switch vi characteristics (4 quadrant).
1.2.1 Uncontrolled Switches
Uncontrolled switch is a two-terminal device, with the terminals labeled as Cathode (K), and Anode (A), shown in Figure 1.3 (a). Ideally, current flows only from the anode to the cathode, making it unidirectional. The diode voltage is positive when analyzed from the terminal A to terminal K. The ideal diode,...
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