Parekh, Jigar; Verstappen, R. W. C. P. Uncertainty quantification analysis for simulation of wakes in wind-farms using a stochastic RANS solver, compared with a deep learning approach. (English) Zbl 1521.76245 Comput. Fluids 257, Article ID 105867, 25 p. (2023). MSC: 76F65 PDFBibTeX XMLCite \textit{J. Parekh} and \textit{R. W. C. P. Verstappen}, Comput. Fluids 257, Article ID 105867, 25 p. (2023; Zbl 1521.76245) Full Text: DOI
Liu, Weishuo; Fang, Jian; Rolfo, Stefano; Moulinec, Charles; Emerson, David R. On the improvement of the extrapolation capability of an iterative machine-learning based RANS framework. (English) Zbl 1521.76230 Comput. Fluids 256, Article ID 105864, 14 p. (2023). MSC: 76F65 PDFBibTeX XMLCite \textit{W. Liu} et al., Comput. Fluids 256, Article ID 105864, 14 p. (2023; Zbl 1521.76230) Full Text: DOI
Diez Sanhueza, Rafael; Smit, Stephan H. H. J.; Peeters, Jurriaan W. R.; Pecnik, Rene Machine learning for RANS turbulence modeling of variable property flows. (English) Zbl 1521.76201 Comput. Fluids 255, Article ID 105835, 13 p. (2023). MSC: 76F65 76M99 PDFBibTeX XMLCite \textit{R. Diez Sanhueza} et al., Comput. Fluids 255, Article ID 105835, 13 p. (2023; Zbl 1521.76201) Full Text: DOI arXiv
Fidkowski, Krzysztof J. Output-based error estimation and mesh adaptation for unsteady turbulent flow simulations. (English) Zbl 1507.76180 Comput. Methods Appl. Mech. Eng. 399, Article ID 115322, 28 p. (2022). MSC: 76M99 65M99 76F65 PDFBibTeX XMLCite \textit{K. J. Fidkowski}, Comput. Methods Appl. Mech. Eng. 399, Article ID 115322, 28 p. (2022; Zbl 1507.76180) Full Text: DOI
Kurz, Marius; Beck, Andrea A machine learning framework for LES closure terms. (English) Zbl 1490.76118 ETNA, Electron. Trans. Numer. Anal. 56, 117-137 (2022). MSC: 76F65 68T07 76F05 PDFBibTeX XMLCite \textit{M. Kurz} and \textit{A. Beck}, ETNA, Electron. Trans. Numer. Anal. 56, 117--137 (2022; Zbl 1490.76118) Full Text: DOI arXiv
Beck, Andrea; Kurz, Marius A perspective on machine learning methods in turbulence modeling. (English) Zbl 07778856 GAMM-Mitt. 44, No. 1, Article ID 202100002, 27 p. (2021). MSC: 76M99 76F65 76-02 68T05 PDFBibTeX XMLCite \textit{A. Beck} and \textit{M. Kurz}, GAMM-Mitt. 44, No. 1, Article ID 202100002, 27 p. (2021; Zbl 07778856) Full Text: DOI arXiv OA License
Maulik, Romit; Sharma, Himanshu; Patel, Saumil; Lusch, Bethany; Jennings, Elise A turbulent eddy-viscosity surrogate modeling framework for Reynolds-averaged Navier-Stokes simulations. (English) Zbl 1521.76236 Comput. Fluids 227, Article ID 104777, 14 p. (2021). MSC: 76F65 76D05 PDFBibTeX XMLCite \textit{R. Maulik} et al., Comput. Fluids 227, Article ID 104777, 14 p. (2021; Zbl 1521.76236) Full Text: DOI arXiv
Kim, Hyojin; Kim, Junhyuk; Won, Sungjin; Lee, Changhoon Unsupervised deep learning for super-resolution reconstruction of turbulence. (English) Zbl 1461.76308 J. Fluid Mech. 910, Paper No. A29, 44 p. (2021). MSC: 76F65 PDFBibTeX XMLCite \textit{H. Kim} et al., J. Fluid Mech. 910, Paper No. A29, 44 p. (2021; Zbl 1461.76308) Full Text: DOI arXiv
Milani, Pedro M.; Ling, Julia; Eaton, John K. Turbulent scalar flux in inclined jets in crossflow: counter gradient transport and deep learning modelling. (English) Zbl 1461.76236 J. Fluid Mech. 906, Paper No. A27, 30 p. (2021). MSC: 76F25 76F65 PDFBibTeX XMLCite \textit{P. M. Milani} et al., J. Fluid Mech. 906, Paper No. A27, 30 p. (2021; Zbl 1461.76236) Full Text: DOI arXiv
Kim, Junhyuk; Lee, Changhoon Prediction of turbulent heat transfer using convolutional neural networks. (English) Zbl 1430.76246 J. Fluid Mech. 882, Paper No. A18, 37 p. (2020). MSC: 76F25 76F65 PDFBibTeX XMLCite \textit{J. Kim} and \textit{C. Lee}, J. Fluid Mech. 882, Paper No. A18, 37 p. (2020; Zbl 1430.76246) Full Text: DOI
Zhou, Zhideng; He, Guowei; Wang, Shizhao; Jin, Guodong Subgrid-scale model for large-eddy simulation of isotropic turbulent flows using an artificial neural network. (English) Zbl 1466.76026 Comput. Fluids 195, Article ID 104319, 16 p. (2019). MSC: 76F65 76F05 PDFBibTeX XMLCite \textit{Z. Zhou} et al., Comput. Fluids 195, Article ID 104319, 16 p. (2019; Zbl 1466.76026) Full Text: DOI Link
Lui, Hugo F. S.; Wolf, William R. Construction of reduced-order models for fluid flows using deep feedforward neural networks. (English) Zbl 1430.76407 J. Fluid Mech. 872, 963-994 (2019). MSC: 76M99 76F65 PDFBibTeX XMLCite \textit{H. F. S. Lui} and \textit{W. R. Wolf}, J. Fluid Mech. 872, 963--994 (2019; Zbl 1430.76407) Full Text: DOI arXiv