Concepedia

Deep learning combined with singular value decomposition to reconstruct databases in fluid dynamics

P. Díaz-Morales, Adrián Corrochano, Manuel López‐Martín, Soledad Le Clainche

Expert Systems with Applications · 2023 · 21 citations · 31 references

Concepts

ComputingComputer SciencePhysicsComputational Fluid DynamicsFluid DynamicsFluid MechanicsDeep LearningDimensionality ReductionFlow ModelingNeural NetworksPartial Differential EquationsRepresentation LearningDeep Feature ExtractionDeep Learning ReconstructionDeep Learning-based ReconstructionSingular Value Decomposition

References

31

Reducing the Dimensionality of Data with Neural Networks

Geoffrey E. Hinton, Ruslan Salakhutdinov · Science · 2006 · 21K citations

Computing, Computer Science, Artificial Intelligence +14

Machine Learning for Fluid Mechanics

Annual Review of Fluid Mechanics · 2019 · 2.6K citations · Full text

Computing, Computer Science, Mechanical Engineering +8

Three-dimensional Floquet stability analysis of the wake of a circular cylinder

Dwight Barkley, Ronald D. Henderson · Journal of Fluid Mechanics · 1996 · 843 citations

Natural Sciences, Mechanical Engineering, Physics +16

Super-resolution reconstruction of turbulent flows with machine learning

Kai Fukami, Koji Fukagata, Kunihiko Taira · Journal of Fluid Mechanics · 2019 · 771 citations · Full text

Natural Sciences, Computer Science, Computational Fluid Dynamics +14

Review: the atmospheric boundary layer

J Garratt · Earth-Science Reviews · 1994 · 682 citations

Natural Sciences, Earth Sciences, Meteorology +12