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A Latent space solver for PDE generalization

6 April 2021
Rishikesh Ranade
C. Hill
Haiyang He
Amir Maleki
Jay Pathak
    AI4CE
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Abstract

In this work we propose a hybrid solver to solve partial differential equation (PDE)s in the latent space. The solver uses an iterative inferencing strategy combined with solution initialization to improve generalization of PDE solutions. The solver is tested on an engineering case and the results show that it can generalize well to several PDE conditions.

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