Surrogate Model-Based Heat Sink Design for Energy Storage Converters
As forced-air cooling for heat sinks is widely used in the cooling design of electrical and electronic equipment, their thermal performance is of critical importance for maintaining excellent cooling capacity while reducing the size and weight of the heat sink and the equipment as a whole. This pape...
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Format: | Article |
Language: | English |
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MDPI AG
2023-01-01
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Series: | Energies |
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Online Access: | https://www.mdpi.com/1996-1073/16/3/1075 |
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author | Gege Qiao Wenping Cao Yawei Hu Jiucheng Li Lu Sun Cungang Hu |
author_facet | Gege Qiao Wenping Cao Yawei Hu Jiucheng Li Lu Sun Cungang Hu |
author_sort | Gege Qiao |
collection | DOAJ |
description | As forced-air cooling for heat sinks is widely used in the cooling design of electrical and electronic equipment, their thermal performance is of critical importance for maintaining excellent cooling capacity while reducing the size and weight of the heat sink and the equipment as a whole. This paper presents a method based on the combination of computational fluid dynamics (CFD) simulation and surrogate models to optimize heat sinks for high-end energy storage converters. The design takes the thermal resistance and mass of the heat sink as the optimization goals and looks for the best design for the fin height, thickness and spacing, as well as the base thickness. The analytical and numerical results show that the thermal resistance and mass of the heat sink are reduced by the proposed algorithms, as are the temperatures of the heating elements. Test results verify the effectiveness of the optimization method combining CFD simulation with surrogate models. |
first_indexed | 2024-03-11T09:47:18Z |
format | Article |
id | doaj.art-d7889ede3b1648e690dc6b377be7eace |
institution | Directory Open Access Journal |
issn | 1996-1073 |
language | English |
last_indexed | 2024-03-11T09:47:18Z |
publishDate | 2023-01-01 |
publisher | MDPI AG |
record_format | Article |
series | Energies |
spelling | doaj.art-d7889ede3b1648e690dc6b377be7eace2023-11-16T16:32:16ZengMDPI AGEnergies1996-10732023-01-01163107510.3390/en16031075Surrogate Model-Based Heat Sink Design for Energy Storage ConvertersGege Qiao0Wenping Cao1Yawei Hu2Jiucheng Li3Lu Sun4Cungang Hu5School of Electrical Engineering and Automation, Anhui University, Hefei 230031, ChinaSchool of Electrical Engineering and Automation, Anhui University, Hefei 230031, ChinaSchool of Electrical Engineering and Automation, Anhui University, Hefei 230031, ChinaAsunx Semiconductors Co., Ltd., Hefei 230093, ChinaAsunx Semiconductors Co., Ltd., Hefei 230093, ChinaSchool of Electrical Engineering and Automation, Anhui University, Hefei 230031, ChinaAs forced-air cooling for heat sinks is widely used in the cooling design of electrical and electronic equipment, their thermal performance is of critical importance for maintaining excellent cooling capacity while reducing the size and weight of the heat sink and the equipment as a whole. This paper presents a method based on the combination of computational fluid dynamics (CFD) simulation and surrogate models to optimize heat sinks for high-end energy storage converters. The design takes the thermal resistance and mass of the heat sink as the optimization goals and looks for the best design for the fin height, thickness and spacing, as well as the base thickness. The analytical and numerical results show that the thermal resistance and mass of the heat sink are reduced by the proposed algorithms, as are the temperatures of the heating elements. Test results verify the effectiveness of the optimization method combining CFD simulation with surrogate models.https://www.mdpi.com/1996-1073/16/3/1075computational fluid dynamics (CFD)energy storagesurrogate modeldesign optimizationheat sinkspower converters |
spellingShingle | Gege Qiao Wenping Cao Yawei Hu Jiucheng Li Lu Sun Cungang Hu Surrogate Model-Based Heat Sink Design for Energy Storage Converters Energies computational fluid dynamics (CFD) energy storage surrogate model design optimization heat sinks power converters |
title | Surrogate Model-Based Heat Sink Design for Energy Storage Converters |
title_full | Surrogate Model-Based Heat Sink Design for Energy Storage Converters |
title_fullStr | Surrogate Model-Based Heat Sink Design for Energy Storage Converters |
title_full_unstemmed | Surrogate Model-Based Heat Sink Design for Energy Storage Converters |
title_short | Surrogate Model-Based Heat Sink Design for Energy Storage Converters |
title_sort | surrogate model based heat sink design for energy storage converters |
topic | computational fluid dynamics (CFD) energy storage surrogate model design optimization heat sinks power converters |
url | https://www.mdpi.com/1996-1073/16/3/1075 |
work_keys_str_mv | AT gegeqiao surrogatemodelbasedheatsinkdesignforenergystorageconverters AT wenpingcao surrogatemodelbasedheatsinkdesignforenergystorageconverters AT yaweihu surrogatemodelbasedheatsinkdesignforenergystorageconverters AT jiuchengli surrogatemodelbasedheatsinkdesignforenergystorageconverters AT lusun surrogatemodelbasedheatsinkdesignforenergystorageconverters AT cunganghu surrogatemodelbasedheatsinkdesignforenergystorageconverters |