Nurshat Menglik

Publications

Architecture of the 2D Fourier neural operator: Boussinesq input fields are lifted, passed through iterative Fourier layers and projected to corrected fields, trained against compressible-flow targets

JCPUnder review

A Neural Surrogate Approach for Simulating Natural Convection Problems

Nurshat Menglik, Alex Shao, David Hyde

Journal of Computational Physics

arXiv

3D volume renderings of input, target and predicted flow fields with their absolute errors

PASC 2024

Toward Improving Boussinesq Flow Simulations by Learning with Compressible Flow

Nurshat Mangnike, David Hyde

Platform for Advanced Scientific Computing (PASC), 2024

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Rendered close-ups of simulated tears running down a face

IEEE VR 2022

Semi-Analytical Surface Tension Model for Free Surface Flows

N. Menglik, H. Yao, Y. Zheng, J. Shi, Y. Qiao, X. He

IEEE Conference on Virtual Reality + 3D User Interfaces (IEEE VR), Poster, 2022

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