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Activation functions for bounding the output of the model #13

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gabrieloks opened this issue Aug 1, 2024 · 0 comments · Fixed by #14
Closed

Activation functions for bounding the output of the model #13

gabrieloks opened this issue Aug 1, 2024 · 0 comments · Fixed by #14
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enhancement New feature or request

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@gabrieloks
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Is your feature request related to a problem? Please describe.

The output of some specific variables, total precipitation for example, is not bounded. Therefore, the model sometimes outputs negative values, which is not physical.

Describe the solution you'd like

Adding a bounding strategy to the model via the usage of activation functions.

Describe alternatives you've considered

No response

Additional context

No response

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ECMWF
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activation functions added for bounded outputs ecmwf/anemoi-models
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@gabrieloks