Assessment of supervised machine learning methods for fluid flows
Fukami, Kai, Fukagata, Koji, Taira, Kunihiko
Published in Theoretical and computational fluid dynamics (01.08.2020)
Published in Theoretical and computational fluid dynamics (01.08.2020)
Get full text
Journal Article
Generalization techniques of neural networks for fluid flow estimation
Morimoto, Masaki, Fukami, Kai, Zhang, Kai, Fukagata, Koji
Published in Neural computing & applications (01.03.2022)
Published in Neural computing & applications (01.03.2022)
Get full text
Journal Article
Robust training approach of neural networks for fluid flow state estimations
Nakamura, Taichi, Fukagata, Koji
Published in The International journal of heat and fluid flow (01.08.2022)
Published in The International journal of heat and fluid flow (01.08.2022)
Get full text
Journal Article
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learning
Fukami, Kai, Maulik, Romit, Ramachandra, Nesar, Fukagata, Koji, Taira, Kunihiko
Published in Nature machine intelligence (01.11.2021)
Published in Nature machine intelligence (01.11.2021)
Get full text
Journal Article
Assessments of epistemic uncertainty using Gaussian stochastic weight averaging for fluid-flow regression
Morimoto, Masaki, Fukami, Kai, Maulik, Romit, Vinuesa, Ricardo, Fukagata, Koji
Published in Physica. D (01.11.2022)
Published in Physica. D (01.11.2022)
Get full text
Journal Article
Assessment of suboptimal control for turbulent skin friction reduction via resolvent analysis
Nakashima, Satoshi, Fukagata, Koji, Luhar, Mitul
Published in Journal of fluid mechanics (10.10.2017)
Published in Journal of fluid mechanics (10.10.2017)
Get full text
Journal Article