Machine-aided turbulence theory

DOI10.1017/jfm.2018.660zbMath1415.76249arXiv1806.06247OpenAlexW3101404703WikidataQ115741291 ScholiaQ115741291MaRDI QIDQ4685415

Javier Jiménez

Publication date: 8 October 2018

Published in: Journal of Fluid Mechanics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1806.06247

zbMATH Keywords

computational methodsmathematical foundationsturbulence theory

Mathematics Subject Classification ID

Visualization algorithms applied to problems in fluid mechanics (76M27) Fundamentals of turbulence (76F02)

Related Items

Reconstruction of three-dimensional turbulent flow structures using surface measurements for free-surface flows based on a convolutional neural network ⋮ Error estimates for deep learning methods in fluid dynamics ⋮ Interpreted machine learning in fluid dynamics: explaining relaminarisation events in wall-bounded shear flows ⋮ Identifying causally significant features in three-dimensional isotropic turbulence ⋮ Network broadcast analysis and control of turbulent flows ⋮ Turbulence theories and statistical closure approaches ⋮ Computers and turbulence ⋮ Optimal Closures in a Simple Model for Turbulent Flows ⋮ A data-driven model based on modal decomposition: application to the turbulent channel flow over an anisotropic porous wall ⋮ The use of the Reynolds force vector in a physics informed machine learning approach for predictive turbulence modeling ⋮ Identifying vortical network connectors for turbulent flow modification ⋮ Symmetry-reduced dynamic mode decomposition of near-wall turbulence

Cites Work

• Unnamed Item
• Nonlinear finite-time Lyapunov exponent and predictability
• Finite size Lyapunov exponent: review on applications
• Turbulent shear layers and wakes
• The structure of intense vorticity in isotropic turbulence
• Ergodic theory of chaos and strange attractors
• The turbulent cascade in five dimensions
• The autonomous cycle of near-wall turbulence
• The structure of turbulent boundary layers
• Coherent structures in wall-bounded turbulence
• The spatial structure and statistical properties of homogeneous turbulence
• Random forests