Author(s)

Jinshuo Zhang ¹

Affiliation(s)

¹ Washington University of St. Louis, Saint Louis, Missouri, 63105, USA

Corresponding Author

Jinshuo Zhang

ABSTRACT

This article delves into the research and development of intelligent control strategies for power electronic inverter systems, shedding light on the latest advancements in the field of intelligent control technologies. Initially, it provides an in-depth analysis of three major control strategies—fuzzy variable structure control, neural network control, and predictive control—examining their respective applications, limitations, and strengths within power electronic systems. These control methods were evaluated in terms of their adaptability, stability, and effectiveness in managing complex nonlinearities and uncertainties present in modern power electronic devices. Building on this contribution, we are introducing an innovative hybrid control system that combines a knowledge-based approach with a data-based approach to develop a new intelligent control system for current lateral controllers. The system utilizes rule-based decision-making capabilities, knowledge-based control, and recognizes both knowledge-based and data-based approaches. A systematic analysis of the hybrid system and its control mechanism shows how effectively the system interprets and adjusts the mechanism in order to optimize the control performance of the electronic balance mechanism. To verify the effectiveness of the proposed system, traditional control systems were compared with independent data-driven approaches. The results show that the data-driven intelligent control system is better than other systems in terms of accuracy and response speed during interference. In addition, the system shows greater resilience when dealing with complex conditions and unexpected events. These findings provide a strong theoretical foundation and practical guidance for the continued optimization and widespread application of intelligent control systems in power electronics, ultimately contributing to the advancement of more efficient and reliable power electronic technologies.

KEYWORDS

Intelligent Power Electronic Inverter, Data-Driven, Knowledge Base, Control System

CITE THIS PAPER

Jinshuo Zhang, Research on Intelligent Power Electronic Inverter Control System Based on Knowledge Base and Data Driven. Journal of Electrotechnology, Electrical Engineering and Management (2024) Vol. 7: 69-74. DOI: http://dx.doi.org/10.23977/jeeem.2024.070309.

REFERENCES

[1] Xie X, Gui S, Dou R, et al. Research on Adaptive Fault Diagnosis Control System of Audio Management Component Environment of Airborne Electronic Equipment[J]. J. ICT Stand. 2023, 11: 175-196. DOI:10.13052/ jicts 2245-800x.1124.
[2] Zhang J, Zhang L, et al. Complex Knowledge Base Question Answering viaStructure andContent Dual-Driven Method[C]. International Conference on Web and Big Data. 2024. DOI: 10.1007/978-981-97-7235-3_16.
[3] Shobug M A, Chowdhury N A, Hossain M A, et al. Virtual Inertia Control for Power Electronics-Integrated Power Systems[J]. Challenges and Prospects. 2024.
[4] Hermansson M B K, emailprotected, Emailprotected E, et al. Water in Crystals: A Database for ML and a Knowledge Base for Vibrational Prediction[J]. The journal of physical chemistry, C. Nanomaterials and interfaces, 2023.
[5] Boer D, Koch F, Kramer S. Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering[J]. IEEE, 2024.
[6] Safiullah S, Rahman A, Ahmad Lone S. Optimal control of electrical vehicle incorporated hybrid power system with second order fractional-active disturbance rejection controller[J]. Optimal Control Applications and Methods, 2023. DOI:10.1002/oca.2826. 
[7] Veurink M G, Weaver W W, Rush D. Robinett IIIDavid G. WilsonRonald C. Matthews. WEC Array Optimization with Multi-Resonance and Phase Control of Electrical Power Take-Off[J]. Ifac Papersonline, 2022, 55(27):1-6.
[8] Ferhati H, Kacha K, Bendjerad A, et al. Impact of RF Sputtering Power on the Structural and Electrical Properties of Amorphous AZO Thin─Films[J]. 2022 IEEE 21st international Ccnference on Sciences and Techniques of Automatic Control and Computer Engineering (STA), 2022:295-298.DOI:10.1109/STA56120.2022.10019157.
[9] Yan H, Du B, Marquez A, et al. Optimised temperature fluctuation control strategy for lifetime improvement in aircraft electrical power distribution system [J]. IET Electrical Systems in Transportation, 2022, 12(4). DOI:10. 1049/ els2. 12058.

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Internet of Things (IoT) and Engineering Applications
  
  
• Computing, Performance and Communication Systems
  
  
• Journal of Artificial Intelligence Practice
  
  
• Advances in Computer, Signals and Systems
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Journal of Image Processing Theory and Applications
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks