Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD
Abstract The unreasonable design of guide vanes in the axial fan could have negative effects. In order to enhance the performance, the relationship between the air volume flow rate of the selected axial fan and geometric parameters of guide vanes is firstly analysed by DOE and CFD, and optimal param...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
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Nature Portfolio
2023-03-01
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Series: | Scientific Reports |
Online Access: | https://doi.org/10.1038/s41598-023-31666-w |
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author | Fanbao Chen Guanzhang Zhu Danyang Xi Bin Miao |
author_facet | Fanbao Chen Guanzhang Zhu Danyang Xi Bin Miao |
author_sort | Fanbao Chen |
collection | DOAJ |
description | Abstract The unreasonable design of guide vanes in the axial fan could have negative effects. In order to enhance the performance, the relationship between the air volume flow rate of the selected axial fan and geometric parameters of guide vanes is firstly analysed by DOE and CFD, and optimal parameters are found by the Gaussian Process method. Results show that the number and total chord of guide vanes have a nonlinear effect on the air volume flow, and the total chord of vanes is the main factor in affecting calculation results. For the particular configuration studied here, the optimal design of guide vanes shows that lessening the chord of vanes by 38 mm and increasing the number of the vanes to 18 could produce more airflow under the same rotation speed. |
first_indexed | 2024-04-09T22:58:46Z |
format | Article |
id | doaj.art-bc63e343f8794bd092b8378fab034487 |
institution | Directory Open Access Journal |
issn | 2045-2322 |
language | English |
last_indexed | 2024-04-09T22:58:46Z |
publishDate | 2023-03-01 |
publisher | Nature Portfolio |
record_format | Article |
series | Scientific Reports |
spelling | doaj.art-bc63e343f8794bd092b8378fab0344872023-03-22T11:07:20ZengNature PortfolioScientific Reports2045-23222023-03-0113111310.1038/s41598-023-31666-wAir volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFDFanbao Chen0Guanzhang Zhu1Danyang Xi2Bin Miao3School of Safety Engineering, China University of Mining and TechnologyBeijing Tianma Intelligent Control Technology Co., Ltd.School of Resources and Geosciences, China University of Mining and TechnologyCollege of Resources, Shandong University of Science and TechnologyAbstract The unreasonable design of guide vanes in the axial fan could have negative effects. In order to enhance the performance, the relationship between the air volume flow rate of the selected axial fan and geometric parameters of guide vanes is firstly analysed by DOE and CFD, and optimal parameters are found by the Gaussian Process method. Results show that the number and total chord of guide vanes have a nonlinear effect on the air volume flow, and the total chord of vanes is the main factor in affecting calculation results. For the particular configuration studied here, the optimal design of guide vanes shows that lessening the chord of vanes by 38 mm and increasing the number of the vanes to 18 could produce more airflow under the same rotation speed.https://doi.org/10.1038/s41598-023-31666-w |
spellingShingle | Fanbao Chen Guanzhang Zhu Danyang Xi Bin Miao Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD Scientific Reports |
title | Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD |
title_full | Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD |
title_fullStr | Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD |
title_full_unstemmed | Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD |
title_short | Air volume flow rate optimization of the guide vanes in an axial flow fan based on DOE and CFD |
title_sort | air volume flow rate optimization of the guide vanes in an axial flow fan based on doe and cfd |
url | https://doi.org/10.1038/s41598-023-31666-w |
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