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author:

Mehta, Pavan Pranjivan (Mehta, Pavan Pranjivan.) [1] | Pang, Guofei (Pang, Guofei.) [2] | Song, Fangying (Song, Fangying.) [3] (Scholars:宋方应) | Karniadakis, George Em (Karniadakis, George Em.) [4]

Indexed by:

Scopus SCIE

Abstract:

The first fractional model for Reynolds stresses in wall-bounded turbulent flows was proposed by Wen Chen [2]. Here, we extend this formulation by allowing the fractional order alpha(y) of the model to vary with the distance from the wall (y) for turbulent Couette flow. Using available direct numerical simulation (DNS) data, we formulate an inverse problem for alpha(y) and design a physics-informed neural network (PINN) to obtain the fractional order. Surprisingly, we found a universal scaling law for alpha(y(+)), where y(+) is the non-dimensional distance from the wall in wall units. Therefore, we obtain a variable-order fractional model that can be used at any Reynolds number to predict the mean velocity profile and Reynolds stresses with accuracy better than 1%.

Keyword:

fractional calculus machine learning physics-informed neural networks (PINNS) Reynolds-averaged Navier-Stokes (RANS) equations turbulence

Community:

  • [ 1 ] [Mehta, Pavan Pranjivan]Brown Univ, Div Appl Math, 170 Hope St, Providence, RI 02912 USA
  • [ 2 ] [Pang, Guofei]Brown Univ, Div Appl Math, 170 Hope St, Providence, RI 02912 USA
  • [ 3 ] [Karniadakis, George Em]Brown Univ, Div Appl Math, 170 Hope St, Providence, RI 02912 USA
  • [ 4 ] [Song, Fangying]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China

Reprint 's Address:

  • [Pang, Guofei]Brown Univ, Div Appl Math, 170 Hope St, Providence, RI 02912 USA

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Source :

FRACTIONAL CALCULUS AND APPLIED ANALYSIS

ISSN: 1311-0454

Year: 2019

Issue: 6

Volume: 22

Page: 1675-1688

3 . 1 7

JCR@2019

2 . 5 0 0

JCR@2023

ESI Discipline: MATHEMATICS;

ESI HC Threshold:59

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 27

SCOPUS Cited Count: 27

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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