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U-Nets and FNOs compared for multi-scale PDE surrogates

Paper title Towards Multi-spatiotemporal-scale Generalized PDE Modeling

Gupta and Brandstetter (Microsoft) · Aero & CFD · Weather & climate · Public: code

Paper arXiv 2209.15616PDF

Compares ResNet, FNO and U-Net surrogates on 2D fluid problems, brings modern U-Net designs from image generation to PDEs, mixes FNO blocks into U-Nets, and conditions one model on PDE parameters and time step.

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