Datasets generated in the ConvAE-RF modelling of grain yield in the mid-lower Yangtze plains
Authors/Creators
Description
formatted_grid.zip is the preprocessed input meteorological dataset to a ConvAE-RF model proposed by the author.
final_output.zip is 2016-2100 output yield projections from ScenarioMIP experiments SSP126, SSP245, SSP370 and SSP585 of 25 AMES NEX GDDP CMIP6 GCMs downscaled by Thrasher et al., 2022.
coldwave_order.csv contains 4 lists of 25 AMES NEX GDDP CMIP6 GCMs (one for each ScenarioMIP experiment) ranked according to mean coldwave frequency predicted in a unit area (0.25° * 0.25°) in the mid-lower Yangtze plain provinces.
heatwave_order.csv contains 4 lists of 25 AMES NEX GDDP CMIP6 GCMs (one for each ScenarioMIP experiment) ranked according to mean heatwave frequency predicted in a unit area (0.25° * 0.25°) in the mid-lower Yangtze plain provinces.
tmax_thr90.nc is 2d and records the threshold daily maximum temperature for each point on the spatial grid above which a day would be qualified as a heatwave candidate.
tmax_thr90.nc is 2d and records the threshold daily minimum temperature for each point on the spatial grid below which a day would be qualified as a coldwave candidate.
Please reference the README in this GitHub Repository for data usage.
Files
coldwave_order.csv
Files
(1.6 GB)
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Additional details
Related works
- Continues
- Preprint: 10.31220/agriRxiv.2024.00227 (DOI)
- Has part
- Dataset: 10.5281/zenodo.8347413 (DOI)
Software
- Repository URL
- https://github.com/zjmagou/MLYPGrain2024
- Programming language
- Python , Jupyter Notebook
- Development Status
- Active