ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ...
The ACCESS-AM2 (Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) and SHAP analysis code and data used for the study described in Fiddes et al. (2024) 'A machine learning approach for evaluating Southern Ocean cloud-radiative biases over the Southern Ocean i...
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Online Access: | https://dx.doi.org/10.5281/zenodo.10652603 https://zenodo.org/doi/10.5281/zenodo.10652603 |
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ftdatacite:10.5281/zenodo.10652603 2024-06-09T07:40:03+00:00 ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... Sonya Fiddes 2024 https://dx.doi.org/10.5281/zenodo.10652603 https://zenodo.org/doi/10.5281/zenodo.10652603 en eng Zenodo https://dx.doi.org/10.5281/zenodo.7196621 Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 Southern Ocean ACCESS-AM2 SHAP cloud-radiation biases Dataset dataset 2024 ftdatacite https://doi.org/10.5281/zenodo.1065260310.5281/zenodo.7196621 2024-05-13T10:52:43Z The ACCESS-AM2 (Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) and SHAP analysis code and data used for the study described in Fiddes et al. (2024) 'A machine learning approach for evaluating Southern Ocean cloud-radiative biases over the Southern Ocean in a global atmosphere model' accepted in Geoscientific Model Development Included files: - code.zip, inc: - pre-process_modis.ipynb: process the modis data, described in Fiddes et al. 2022 (https://doi.org/10.5194/acp-22-14603-2022) - pre-process.ipynb: organises model and modis data for analysis. Produces the files: COSP_vars_MODIS_2015-2019.nc, COSP_vars_cg207_2015-2019.nc and COSP_vars_bx400_2015-2019.nc - run_XGBoost+SHAP_control.ipynb: run the XGBoost model and SHAP analysis for the control run (bx400). Produces the files: SHAP_values_SWCRE_2015-2019_bx4002.nc, XGBoost_predicted_SWCRE_2015-2019_bx4002.nc, SHAP_interactions_bx400.nc - run_XGBoost+SHAP_ice.ipynb: run the XGBoost model and SHAP analysis for the ice ... : This project was funded by the Australian Government as part of the Antarctic Science Collaboration Initiative program, under the Australian Antarctic Program Partnership, ASCI000002. ... Dataset Antarc* Antarctic Australian Antarctic Program Southern Ocean DataCite Metadata Store (German National Library of Science and Technology) Antarctic Southern Ocean The Antarctic |
institution |
Open Polar |
collection |
DataCite Metadata Store (German National Library of Science and Technology) |
op_collection_id |
ftdatacite |
language |
English |
topic |
Southern Ocean ACCESS-AM2 SHAP cloud-radiation biases |
spellingShingle |
Southern Ocean ACCESS-AM2 SHAP cloud-radiation biases Sonya Fiddes ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
topic_facet |
Southern Ocean ACCESS-AM2 SHAP cloud-radiation biases |
description |
The ACCESS-AM2 (Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) and SHAP analysis code and data used for the study described in Fiddes et al. (2024) 'A machine learning approach for evaluating Southern Ocean cloud-radiative biases over the Southern Ocean in a global atmosphere model' accepted in Geoscientific Model Development Included files: - code.zip, inc: - pre-process_modis.ipynb: process the modis data, described in Fiddes et al. 2022 (https://doi.org/10.5194/acp-22-14603-2022) - pre-process.ipynb: organises model and modis data for analysis. Produces the files: COSP_vars_MODIS_2015-2019.nc, COSP_vars_cg207_2015-2019.nc and COSP_vars_bx400_2015-2019.nc - run_XGBoost+SHAP_control.ipynb: run the XGBoost model and SHAP analysis for the control run (bx400). Produces the files: SHAP_values_SWCRE_2015-2019_bx4002.nc, XGBoost_predicted_SWCRE_2015-2019_bx4002.nc, SHAP_interactions_bx400.nc - run_XGBoost+SHAP_ice.ipynb: run the XGBoost model and SHAP analysis for the ice ... : This project was funded by the Australian Government as part of the Antarctic Science Collaboration Initiative program, under the Australian Antarctic Program Partnership, ASCI000002. ... |
format |
Dataset |
author |
Sonya Fiddes |
author_facet |
Sonya Fiddes |
author_sort |
Sonya Fiddes |
title |
ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
title_short |
ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
title_full |
ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
title_fullStr |
ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
title_full_unstemmed |
ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis ... |
title_sort |
access-am2 southern ocean cloud and radiation data and code for shap analysis ... |
publisher |
Zenodo |
publishDate |
2024 |
url |
https://dx.doi.org/10.5281/zenodo.10652603 https://zenodo.org/doi/10.5281/zenodo.10652603 |
geographic |
Antarctic Southern Ocean The Antarctic |
geographic_facet |
Antarctic Southern Ocean The Antarctic |
genre |
Antarc* Antarctic Australian Antarctic Program Southern Ocean |
genre_facet |
Antarc* Antarctic Australian Antarctic Program Southern Ocean |
op_relation |
https://dx.doi.org/10.5281/zenodo.7196621 |
op_rights |
Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 |
op_doi |
https://doi.org/10.5281/zenodo.1065260310.5281/zenodo.7196621 |
_version_ |
1801383558363742208 |