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TPEL.2020.3024914_accepted version open access.pdf (4.14 MB)
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An overview of artificial intelligence applications for power electronics

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preprint
posted on 2020-10-01, 18:36 authored by Shuai Zhao, Frede Blaabjerg, Huai WangHuai Wang
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.

History

Email Address of Submitting Author

hwa@et.aau.dk

ORCID of Submitting Author

0000-0002-5404-3140

Submitting Author's Institution

Aalborg University

Submitting Author's Country

  • Denmark