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  4. POD-Kriging reduced method’s application in Tandem Cylinders’ flow
 
research article

POD-Kriging reduced method’s application in Tandem Cylinders’ flow

Chen, Wang
•
Junqiang, Bai
•
Hesthaven, Jan S.  
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June 1, 2018
Journal of Northwestern Polytechnical University

The configuration of Tandem Cylinders is a typical one in researching noise and interactions between different components, where the Distance-diameter ratio is a very significant parameter with which the flow form varies a lot. To clearly research the ratio’s effect on Tandem Cylinders flow as well as the unsteady flow physics, a reduced-order model is built where Proper orthogonal Decomposition(POD) is used to extract reduced basis modes, and Kriging model is used to train sample data and interpolate projection coefficents for each reduced basis. To ensure the snapshots’ accuracy, the scale-adaptive simulation (SAS) model based on k-SST turbulence model is used to predict time-dependent flow field. By comparing with solutions provided by the numerical solver as well as experimental data, the reduced model presents a good accuracy and efficiency. And then based on the reduced basis, the change regulation of the time-average flow is summarized.

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Type
research article
DOI
10.1051/jnwpu/20183620220
Author(s)
Chen, Wang
Junqiang, Bai
Hesthaven, Jan S.  
Yasong, Qiu
Lei, Qiao
Xiao, Han
Date Issued

2018-06-01

Published in
Journal of Northwestern Polytechnical University
Volume

36

Issue

2

Start page

220

End page

228

Subjects

Kriging

•

Proper Orthogonal Decomposition

•

Tandem cylinders

•

Distance-diameter ratio

•

Scale-Adaptive Simulation

•

flow fields

•

Mesh Generation

•

Turbulence Models.

Note

Article in Chinese

Editorial or Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
MCSS  
Available on Infoscience
June 24, 2018
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/146955
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