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2020年1月24日 — Unsupervised Learning of Time-Dependent CFD Solutions using LSTMs - GitHub ...
作者:D Kochkov2021被引用次数:24 — In each time step, the neural network generates a latent vector at each grid location based on the ...
作者:AT Mohan2018被引用次数:110 — A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM ...
作者:B Stevens2020被引用次数:8 — In this work, we present a machine learning ap- ... both of which occur in time-dependent PDEs.
In this work, we present a machine learning approach for reducing the error when numerically solving time-dependent ...
2021年9月8日 — 6.1 and Figure 1.6.4). 1.7 Machine Learning in Fluid Dynamics. Time-varying fluid flows are ...
作者:M Frank2020被引用次数:25 — by unpredictable, time-dependent velocity and pressure fluctuations [48–51]. As mentioned in the.
作者:R Thavarajah2021被引用次数:1 — Machine Learning: Science and Technology ... Time dependence is captured using a variety of ...
作者:S Fresca2021被引用次数:24 — For instance, in [26, 27, 29, 59] the solution of a (nonlinear, time-dependent) ROM for any new ...
"Unsupervised Learning of Time-Dependent CFD Solutions using LSTMs." Stanford CS231N: Convolutional Neural Networks ...

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