106 citations · 107 across the 3 of their papers we have counts for
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Assessment of unsteady flow predictions using hybrid deep learning based reduced order models
Sandeep Reddy Bukka, Rachit Gupta, Allan Ross Magee +1
In this paper, we present two deep learning-based hybrid data-driven reduced order models for the prediction of unsteady fluid flows. The first model projects the high-fidelity tim…
Numerical stability and three dimensionality of a streamline hyperbolic critical point in wake at low Reynolds number
Bin Liu, Allan Ross Magee
In this work the numerical stability of a streamline singular hyperbolic/saddle critical point (HSP) and its relationship with the divergence of pressure force/fluid flux are numer…
Deep Convolutional Recurrent Autoencoders for Flow Field Prediction
Sandeep Reddy Bukka, Allan Ross Magee, Rajeev Kumar Jaiman
In this paper, an end-to-end nonlinear model reduction methodology is presented based on the convolutional recurrent autoencoder networks. The methodology is developed in the conte…