Code for Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains

This library contains the code for the article 'Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains'. The file 'FNO_model.py' is a modified version of the Fourier Neural Operator for 2D problems such as the Darcy Flow is discussed in Section 5.2 in the paper 'Fourier Neural Operator for Parametric Differential Equations' which can be found at https://arxiv.org/abs/2010.08895. The file 'datasetClass.py' defines the custom dataset class used for the pytorch train and test dataloaders. The original code for the FNO can be downloaded via github using the link: https://github.com/neuraloperator/neuraloperator

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-04
DOI
https://doi.org/10.5281/zenodo.14278553
Primary Topic
Precipitation Measurement and Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Code for Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains

Zenodo (CERN European Organization for Nuclear Research)
Precipitation Measurement and Analysis
article

Code for Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains

article en

Abstract

This library contains the code for the article 'Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains'. The file 'FNO_model.py' is a modified version of the Fourier Neural Operator for 2D problems such as the Darcy Flow is discussed in Section 5.2 in the paper 'Fourier Neural Operator for Parametric Differential Equations' which can be found at https://arxiv.org/abs/2010.08895. The file 'datasetClass.py' defines the custom dataset class used for the pytorch train and test dataloaders. The original code for the FNO can be downloaded via github using the link: https://github.com/neuraloperator/neuraloperator

Zenodo (CERN European Organization for Nuclear Research)
Weatherford College (US)
Openalex Percentile: Top 62%
Precipitation Measurement and Analysis
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Code for Using the Fourier Neural Operator and Real-Time GOES-R Satellite Data for Precipitation Retrievals in the Southern Great Plains · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS