McConkey, Ryley; Yee, Eugene; Lien, Fue-Sang On the generalizability of machine-learning-assisted anisotropy mappings for predictive turbulence modelling. (English) Zbl 1516.76066 Int. J. Comput. Fluid Dyn. 36, No. 7, 555-577 (2022). MSC: 76M99 76F99 68T05 PDFBibTeX XMLCite \textit{R. McConkey} et al., Int. J. Comput. Fluid Dyn. 36, No. 7, 555--577 (2022; Zbl 1516.76066) Full Text: DOI arXiv
Zafar, Muhammad I.; Han, Jiequn; Zhou, Xu-Hui; Xiao, Heng Frame invariance and scalability of neural operators for partial differential equations. (English) Zbl 1495.65202 Commun. Comput. Phys. 32, No. 2, 336-363 (2022). MSC: 65N22 65Z05 65Y20 68T07 PDFBibTeX XMLCite \textit{M. I. Zafar} et al., Commun. Comput. Phys. 32, No. 2, 336--363 (2022; Zbl 1495.65202) Full Text: DOI arXiv
Guan, Yifei; Chattopadhyay, Ashesh; Subel, Adam; Hassanzadeh, Pedram Stable a posteriori LES of 2D turbulence using convolutional neural networks: backscattering analysis and generalization to higher \(Re\) via transfer learning. (English) Zbl 07527717 J. Comput. Phys. 458, Article ID 111090, 22 p. (2022). MSC: 76Fxx 76-XX 76Mxx PDFBibTeX XMLCite \textit{Y. Guan} et al., J. Comput. Phys. 458, Article ID 111090, 22 p. (2022; Zbl 07527717) Full Text: DOI arXiv
Waschkowski, Fabian; Zhao, Yaomin; Sandberg, Richard; Klewicki, Joseph Multi-objective CFD-driven development of coupled turbulence closure models. (English) Zbl 07517748 J. Comput. Phys. 452, Article ID 110922, 19 p. (2022). MSC: 76Fxx 76-XX 76Mxx PDFBibTeX XMLCite \textit{F. Waschkowski} et al., J. Comput. Phys. 452, Article ID 110922, 19 p. (2022; Zbl 07517748) Full Text: DOI arXiv
Peters, Eric L.; Balin, Riccardo; Jansen, Kenneth E.; Doostan, Alireza; Evans, John A. \(S\)-frame discrepancy correction models for data-informed Reynolds stress closure. (English) Zbl 07516801 J. Comput. Phys. 448, Article ID 110717, 27 p. (2022). MSC: 76Fxx 90Cxx 76Mxx PDFBibTeX XMLCite \textit{E. L. Peters} et al., J. Comput. Phys. 448, Article ID 110717, 27 p. (2022; Zbl 07516801) Full Text: DOI arXiv
Steiner, Julia; Dwight, Richard P.; Viré, Axelle Data-driven RANS closures for wind turbine wakes under neutral conditions. (English) Zbl 1521.76253 Comput. Fluids 233, Article ID 105213, 17 p. (2022). MSC: 76F65 PDFBibTeX XMLCite \textit{J. Steiner} et al., Comput. Fluids 233, Article ID 105213, 17 p. (2022; Zbl 1521.76253) Full Text: DOI arXiv
Zhang, Yu; Dwight, Richard P.; Schmelzer, Martin; Gómez, Javier F.; Han, Zhong-hua; Hickel, Stefan Customized data-driven RANS closures for bi-fidelity LES-RANS optimization. (English) Zbl 07511686 J. Comput. Phys. 432, Article ID 110153, 16 p. (2021). MSC: 76Fxx 76-XX 76Mxx PDFBibTeX XMLCite \textit{Y. Zhang} et al., J. Comput. Phys. 432, Article ID 110153, 16 p. (2021; Zbl 07511686) Full Text: DOI arXiv
Scillitoe, Ashley; Seshadri, Pranay; Girolami, Mark Uncertainty quantification for data-driven turbulence modelling with Mondrian forests. (English) Zbl 07506537 J. Comput. Phys. 430, Article ID 110116, 23 p. (2021). MSC: 76Fxx 68Txx 76-XX PDFBibTeX XMLCite \textit{A. Scillitoe} et al., J. Comput. Phys. 430, Article ID 110116, 23 p. (2021; Zbl 07506537) Full Text: DOI arXiv
Huijing, Jasper P.; Dwight, Richard P.; Schmelzer, Martin Data-driven RANS closures for three-dimensional flows around bluff bodies. (English) Zbl 1521.76113 Comput. Fluids 225, Article ID 104997, 6 p. (2021). MSC: 76D25 PDFBibTeX XMLCite \textit{J. P. Huijing} et al., Comput. Fluids 225, Article ID 104997, 6 p. (2021; Zbl 1521.76113) Full Text: DOI arXiv
Brener, Bernardo P.; Cruz, Matheus A.; Thompson, Roney L.; Anjos, Rodrigo P. Conditioning and accurate solutions of Reynolds average Navier-Stokes equations with data-driven turbulence closures. (English) Zbl 1461.76303 J. Fluid Mech. 915, Paper No. A110, 27 p. (2021). MSC: 76F65 76D05 76F02 PDFBibTeX XMLCite \textit{B. P. Brener} et al., J. Fluid Mech. 915, Paper No. A110, 27 p. (2021; Zbl 1461.76303) Full Text: DOI