Artificial Intelligence for Power Electronics in Electric Vehicles: Challenges and OpportunitiesSource: Journal of Electronic Packaging:;2022:;volume( 145 ):;issue: 003::page 34501-1DOI: 10.1115/1.4056306Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Progress in the field of power electronics within electric vehicles has generally been driven by conventional engineering design principles and experiential learning. Power electronics is inherently a multidomain field where semiconductor physics and electrical, thermal, and mechanical design knowledge converge to achieve a practical realization of desired targets in the form of conversion efficiency, power density, and reliability. Due to the promising nature of artificial intelligence in delivering rapid results, engineers are starting to explore the ways in which it can contribute to making power electronics more compact and reliable. Here, we conduct a brief review of the foray of artificial intelligence in three distinct subtechnologies within a power electronics system in the context of electric vehicles: semiconductor devices, power electronics module design and prognostics, and thermal management design. The intent is not to report an exhaustive literature review, but to identify the state of the art and opportunities for artificial intelligence to play a meaningful role in power electronics design from a mechanical and thermal standpoint, as well as to discuss a few promising future research directions.
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contributor author | Paret, Paul | |
contributor author | Finegan, Donal | |
contributor author | Narumanchi, Sreekant | |
date accessioned | 2023-11-29T18:33:32Z | |
date available | 2023-11-29T18:33:32Z | |
date copyright | 12/9/2022 12:00:00 AM | |
date issued | 12/9/2022 12:00:00 AM | |
date issued | 2022-12-09 | |
identifier issn | 1043-7398 | |
identifier other | ep_145_03_034501.pdf | |
identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4294221 | |
description abstract | Progress in the field of power electronics within electric vehicles has generally been driven by conventional engineering design principles and experiential learning. Power electronics is inherently a multidomain field where semiconductor physics and electrical, thermal, and mechanical design knowledge converge to achieve a practical realization of desired targets in the form of conversion efficiency, power density, and reliability. Due to the promising nature of artificial intelligence in delivering rapid results, engineers are starting to explore the ways in which it can contribute to making power electronics more compact and reliable. Here, we conduct a brief review of the foray of artificial intelligence in three distinct subtechnologies within a power electronics system in the context of electric vehicles: semiconductor devices, power electronics module design and prognostics, and thermal management design. The intent is not to report an exhaustive literature review, but to identify the state of the art and opportunities for artificial intelligence to play a meaningful role in power electronics design from a mechanical and thermal standpoint, as well as to discuss a few promising future research directions. | |
publisher | The American Society of Mechanical Engineers (ASME) | |
title | Artificial Intelligence for Power Electronics in Electric Vehicles: Challenges and Opportunities | |
type | Journal Paper | |
journal volume | 145 | |
journal issue | 3 | |
journal title | Journal of Electronic Packaging | |
identifier doi | 10.1115/1.4056306 | |
journal fristpage | 34501-1 | |
journal lastpage | 34501-7 | |
page | 7 | |
tree | Journal of Electronic Packaging:;2022:;volume( 145 ):;issue: 003 | |
contenttype | Fulltext |