Datasets:
Formats:
parquet
Languages:
English
Size:
1K - 10K
Tags:
remote-sensing
carbon-flux
time-series
earth-system-science
knowledge-guided-machine-learning
process-based-modeling
InSituMatched
The released InSituMatched dataset is divided by in-situ network and data split. Each file contains the same arrays and dimensions, but the number of matched samples differs.
| Subset | Training samples | Testing samples |
|---|---|---|
| ABoVE | 48 | 12 |
| AmeriFlux | 67 | 18 |
| FLUXNET | 68 | 16 |
| ICOS-WW | 9 | 4 |
| Multiple-network sites | 58 | 16 |
Files
above/train/InSituMatched_above_train.npzabove/test/InSituMatched_above_test.npzameriflux/train/InSituMatched_ameriflux_train.npzameriflux/test/InSituMatched_ameriflux_test.npzfluxnet/train/InSituMatched_fluxnet_train.npzfluxnet/test/InSituMatched_fluxnet_test.npzicos_ww/train/InSituMatched_icos-ww_train.npzicos_ww/test/InSituMatched_icos-ww_test.npzmultiple/train/InSituMatched_multiple_train.npzmultiple/test/InSituMatched_multiple_test.npz
Variables
ed_simulation_x— monthly ED input features at matched in-situ locationsed_simulation_y— age-specific ED simulation targetsobserved_y— in-situ GPP, RECO, and NEE observationslidar_age_weight_fraction— LiDAR-derived forest-age fractionsesa_cci_bl_fraction— annual ESA CCI broadleaf PFT fractionsesa_cci_nl_fraction— annual ESA CCI needleleaf PFT fractionsesa_cci_gs_fraction— annual ESA CCI grass-and-shrub PFT fractions
The multiple subset contains sites occurring in more than one in-situ
network.
All released arrays use sample-first orientation.
Detailed dimensions, site-index metadata, and normalization statistics are provided in:
../metadata/dimension_definitions.md../metadata/insitu_site_metadata.csv../metadata/normalization_statistics.npz