Search Results for author: Jiayang Xu

Found 3 papers, 1 papers with code

Conditionally Parameterized, Discretization-Aware Neural Networks for Mesh-Based Modeling of Physical Systems

1 code implementation NeurIPS 2021 Jiayang Xu, Aniruddhe Pradhan, Karthik Duraisamy

Simulations of complex physical systems are typically realized by discretizing partial differential equations (PDEs) on unstructured meshes.

Super-Resolution

Multi-level Convolutional Autoencoder Networks for Parametric Prediction of Spatio-temporal Dynamics

no code implementations23 Dec 2019 Jiayang Xu, Karthik Duraisamy

A fully-connected network is used as the third level to learn the mapping between these latent variables and the global parameters from training data, and predict them for new parameters.

Temporal Sequences

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