Codes to reproduce results of manuscript: Gap-Free Global Annual Soil Moisture: 15km Grids for 1991–2016 by Guevara, Taufer and Vargas
Preprint: Guevara et al. Gap-Free Global Annual Soil Moisture: 15km Grids for 1991–2016: https://doi.org/10.5194/essd-2019-191 Software: R Inputs: https://www.earth-syst-sci-data-discuss.net/essd-2019-191/ Prepared by Mario Guevara [email protected]
Project: CIF21 DIBBs: PD: Cyberinfrastructure Tools for Precision Agriculture in the 21st Century PIs: Michela Taufer and Rodrigo Vargas Funding agency: NSF award #1724843 https://www.nsf.gov/awardsearch/showAward?AWD_ID=1724843&HistoricalAwards=false
Workspace contains the following codes:
a) ESSD_reanalysis_eco_dummy_1991_2018_yearly_v0:
-Prediction model based on KKNN using as training data the ESA-CCI yearly means and as covariates the bioclimatic features from the FAO Agroecological areas
b) ESSD_reanalysis_allCovs_1991_2018_yearly_v0.R:
-Prediction model based on KKNN using as training data the ESA-CCI yearly means and as covariates terrain parameters, bioclimatic features and soil typle classes
c) ESSD_reanalysis_obliqueCOORDS_1991_2018_yearly_v0.R
-Prediction model based on KKNN using as training data the ESA-CCI yearly means and as covariates a system of n=6 tilted spatial coordinates across different angles.
d) Compressed folder (ismn_prep_example.tar.xz) containing the codes and examples to organize the data from the ISMN in a yearly basis.
All inputs and outputs are available at: https://www.hydroshare.org/resource/b940b704429244a99f902ff7cb30a31f/