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Support for padding that respects the topology of the sphere #24

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georgemilosh opened this issue Mar 24, 2022 · 0 comments
Open
2 tasks

Support for padding that respects the topology of the sphere #24

georgemilosh opened this issue Mar 24, 2022 · 0 comments
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enhancement New feature or request

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@georgemilosh
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In the context of 1000 year long dataset it seemed that global zg500 mattered less, therefore decision was taken to ignore this more advanced treatment. In 8000 year long dataset (possibly also due to weaker soil atmosphere interactions) global zg500 is more prominent, also possibly for shorter heat waves this could also be the case. In Besombes at al 2021 we see this setup for their generative model. VAE trained on Plasim shows that it is harder to generate continuous outputs with standard padding (convolution), although deeper network seems to perform better in this regard.

  • Take into account the connectivity
  • Take into account that grid points are not equally spaced
@AlessandroLovo AlessandroLovo added the enhancement New feature or request label Apr 22, 2022
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