Concepedia

An advanced hybrid deep adversarial autoencoder for parameterized nonlinear fluid flow modelling

Meiling Cheng, F. Fang, Christopher C. Pain, I. M. Navon

Computer Methods in Applied Mechanics and Engineering · 2020 · 45 citations · 48 references

Open access

Concepts

ComputingMechanical EngineeringComputational Fluid DynamicsFluid DynamicsMachine LearningCompressible FlowDeep LearningFlow Feature ExtractionFlow ModelingNavier-stokes EquationsAutoencodersLagrangian Feature ExtractionLagrangian Flow Analysis

References

48

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

GAN（Generative Adversarial Nets）

Journal of Japan Society for Fuzzy Theory and Intelligent Informatics · 2017 · 21.8K citations · Full text

Computing, Computer Science, Algorithms +12

Auto-Encoding Variational Bayes

Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text

Computing, Computer Science, Machine Learning +16

Advances in Neural Information Processing Systems 28

Peter Flach, Meelis Kull · 2015 · 14.7K citations

Life Sciences, Computer Science, Neuroscience +12

Machine Learning for Fluid Mechanics

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

Computing, Computer Science, Mechanical Engineering +8