Bayesian optimization of traveling wave-like wall deformation for friction drag reduction in turbulent channel flow-Reference-Cited by-同舟云学术

Bayesian optimization of traveling wave-like wall deformation for friction drag reduction in turbulent channel flow

Published:2021 Issue:4 Volume:16 Page:JFST0024-JFST0024
ISSN:1880-5558
Container-title:Journal of Fluid Science and Technology
language:en
Short-container-title:JFST

Author:

NABAE Yusuke¹,FUKAGATA Koji¹

Affiliation:

1. Department of Mechanical Engineering, Keio University

Publisher

Japan Society of Mechanical Engineers

Subject

Fluid Flow and Transfer Processes,Mechanical Engineering

Link

https://www.jstage.jst.go.jp/article/jfst/16/4/16_2021jfst0024/_pdf

Reference39 articles.

1. Brochu, E., Cora, V., and de Freitas, N., A tutorial on Bayesian optimization of expensive cost functions, with application to active user modeling and hierarchical reinforcement learning, Technical Report TR-2009-023, (2009).

2. Choi, H., Moin, P. and Kim, J., Active turbulence control for drag reduction in wall-bounded flows, Journal of Fluid Mechanics, Vol. 262 (1994), pp. 75-110.

3. Fukagata, K., Iwamoto, K., and Kasagi, N., Contribution of Reynolds shear stress distribution to the skin friction in wall-bounded flows, Physics of Fluids, Vol. 14 (2002), pp. L73-L76.

4. Fukagata, K. and Kasagi, N., Drag reduction in turbulent pipe flow with feedback control applied partially to wall, International Journal of Heat and Fluid Flow, Vol. 24 (2020), pp. 480-490.

5. GPy, GPy: A gaussian process framework in python, http://github.com/SheffieldML/GPy, since 2012.

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