Data from: Accelerating greenhouse gas retrievals with neural network-based forward models

Zenodo (CERN European Organization for Nuclear Research)

Abstract

This dataset contains the models, output data and analysis code used to generate the results presented in our paper "Accelerating greenhouse gas retrieval with neural network-based forward models". It is structured as follows: output_data: containing output data such as trained models, model predictions and final retrievals final_emulators: trained models and corresponding predictions for the test set ablations: evaluation metrics for the training data size ablation study jacobians: emulator and full-physics jacobians for the retrieval test dataset retrieval: final retrieval results main_paper_results.ipynb: Jupyter notebook generating all the results and figures presented in our paper

Authors 10

1. Fiona Lippert Aachen Space Research Organisation Netherlands

   Space Research Organisation Netherlands

   Affiliation as printed

   Space Research Organisation Netherlands

2. Andrew Gerald Barr Aachen Space Research Organisation Netherlands

   Space Research Organisation Netherlands

   Affiliation as printed

   Space Research Organisation Netherlands

3. Marcos Herreras-Giralda
   Affiliation as printed

   GRASP

4. Masahiro Momoi
   Affiliation as printed

   GRASP

5. Fernando Rejano
   Affiliation as printed

   GRASP

6. Sha Lu Aachen Space Research Organisation Netherlands

   Space Research Organisation Netherlands

   Affiliation as printed

   Space Research Organisation Netherlands

7. Otto Hasekamp Aachen Space Research Organisation Netherlands

   Space Research Organisation Netherlands

   Affiliation as printed

   Space Research Organisation Netherlands

8. Oleg Dubovik

   Université de Lille

   Affiliation as printed

   Université de Lille

9. Edward Malina

   European Space Agency · European Space Research Institute

   Affiliation as printed

   ESA/ESRIN

10. Jochen Landgraf Aachen Space Research Organisation Netherlands

    Space Research Organisation Netherlands

    Affiliation as printed

    Space Research Organisation Netherlands