Author

David LeBauer

Published

May 5, 2026

References

EFI Standards

Dietze, Michael C., R. Quinn Thomas, Jody Peters, Carl Boettiger, Gerbrand Koren, Alexey N. Shiklomanov, and Jaime Ashander. 2023. “A Community Convention for Ecological Forecasting: Output Files and Metadata Version 1.0.” Ecosphere 14 (11): e4686. https://doi.org/10.1002/ecs2.4686.

CADWR LandIQ Crop Map

California Department of Water Resources. (2018). Statewide Crop Mapping—California Natural Resources Agency Open Data. Retrieved “Oct 14, 2024” from https://data.cnra.ca.gov/dataset/statewide-crop-mapping.

CalAdapt

Lyons, Andrew and R Development Core Team. 2025. “Caladaptr: Tools for the Cal-Adapt API in R.” Manual. https://ucanr-igis.github.io/caladaptr.

SoilGrids250m

Hengl, T. et al. 2017. “SoilGrids250m: Global Gridded Soil Information Based on Machine Learning.” PLoS ONE 12(2): e0169748. https://doi.org/10.1371/journal.pone.0169748

ERA5 Climate Data

Hersbach, H. et al. 2020. “The ERA5 Global Reanalysis.” Quarterly Journal of the Royal Meteorological Society 146: 1999–2049. https://doi.org/10.1002/qj.3803

CalAdapt Climate Zones CalAdapt. 2024. “Climate Zones.” Accessed October 14, 2024. https://cal-adapt.org/tools/climate-zones/.

SIPNET

Braswell, Bobby H., William J. Sacks, Ernst Linder, and David S. Schimel. 2005. “Estimating Diurnal to Annual Ecosystem Parameters by Synthesis of a Carbon Flux Model with Eddy Covariance Net Ecosystem Exchange Observations.” Global Change Biology 11 (2): 335–55. https://doi.org/10.1111/j.1365-2486.2005.00897.x.

Sacks, William J., David S. Schimel, Russell K. Monson, and Bobby H. Braswell. 2006. “Model‐data Synthesis of Diurnal and Seasonal CO2 Fluxes at Niwot Ridge, Colorado.” Global Change Biology 12 (2): 240–59. https://doi.org/10.1111/j.1365-2486.2005.01059.x.

Random Forest

Liaw, Andy, and Matthew Wiener. 2002. “Classification and Regression by randomForest.” R News 2 (3): 18–22. https://CRAN.R-project.org/doc/Rnews/.