Transactions of Society of Automotive Engineers of Japan
Online ISSN : 1883-0811
Print ISSN : 0287-8321
ISSN-L : 0287-8321
Research Paper
Optimization Calculation of Vehicle Front-end Cooling Structure with Variable Fidelity CFD and Proper Orthogonal Decomposition
Hiroyuki TakamuraShinya ImaiWataru YamazakiZongGuang Wang
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2022 Volume 53 Issue 2 Pages 437-442

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Abstract
In order to improve the cooling performance of a vehicle, we carried out computational fluid dynamics (CFD) optimization of the front-end cooling structure. To improve the efficiency of optimization calculation, we introduced a method using variable fidelity CFD models and proper orthogonal decomposition (POD). Firstly, in this method, the POD modes are calculated from Pareto solutions of low-fidelity CFD optimization. Secondly, an optimization calculation is performed using high-fidelity CFD models with only the dominant POD modes. As a result, we obtained solutions showing performance values equal to those of the previous method at 50% of the computational cost of it.
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© 2022 Society of Automotive Engineers of Japan, Inc.
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