Previous version (Ver. 1) is here.

Machine-Learned Turbulence Generator, Ver. 2 (MLTG2)†

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Animations†

mov_DNS.gif
(a) DNS
Case1_new.gifCase2_new.gif
(b) CNN-MLP model (Case 1)(c) CNN-MLP model (Case 2)
Case3_new.gifCase4_new.gif
(d) CNN-MLP model (Case 3)(e) CNN-MLP model (Case 4)

Figure: Cross-sectional contour of streamwise velocity fluctuations. (See Reference below for case descriptions.)

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References†

  1. K. Fukami, Y. Nabae, K. Kawai, and K. Fukagata,
    "Synthetic turbulent inflow generator using machine learning,"
    Phys. Rev. Fluids 4, 064603 (2019).

Last-modified: 2023-08-05 (Sat) 21:23:40