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An overview of artificial intelligence applications for power electronics

Shuai Zhao, Frede Blaabjerg, Huai Wang

202024 citationsDOIOpen Access PDF

Abstract

This is a preprint version of the manuscript submitted to IEEE on June 4, 2020. This paper gives an overview of the Artificial Intelligence (AI) applications for power electronic systems. The three distinctive life-cycle phases, design, control, and maintenance are correlated with one or more tasks to be addressed by AI, including optimization, classification, regression, and data structure exploration. The applications of four categories of AI are discussed, which are expert system, fuzzy logic, metaheuristic method, and machine learning. More than 500 publications have been reviewed to identify the common understandings, practical implementation challenges, and research opportunities in the application of AI for power electronics.

Topics & Concepts

Artificial intelligenceFuzzy logicComputer sciencePreprintElectronicsPower electronicsMetaheuristicExpert systemMachine learningEngineeringElectrical engineeringWorld Wide WebVoltageInduction Heating and Inverter TechnologySilicon Carbide Semiconductor TechnologiesMultilevel Inverters and Converters