soil_moisture_SMAP_machine_learning

Scripts for the spatial analysis, processing and regression modeling of soil moisture retrieved from SMAP satellite using R

Name		Name	Last commit message	Last commit date
Latest commit History 4 Commits
README.md		README.md
XGBoots_model_CV.R		XGBoots_model_CV.R
XGBoots_model_soil_moisture_SMAP.R		XGBoots_model_soil_moisture_SMAP.R
buffers_for_spatial_structure.R		buffers_for_spatial_structure.R
chirp_lags_pipeline.R		chirp_lags_pipeline.R
dummie_variables_basedOnMonth.R		dummie_variables_basedOnMonth.R
elastic_net_model_SMAP.R		elastic_net_model_SMAP.R
indicator_raster.R		indicator_raster.R
pca_TWI_topographic_wetness_index.R		pca_TWI_topographic_wetness_index.R
pipeline_MODIS_EVI.R		pipeline_MODIS_EVI.R
pipeline_MODIS_NDFI.R		pipeline_MODIS_NDFI.R
pipeline_MODIS_NDVI.R		pipeline_MODIS_NDVI.R
pipeline_MODIS_SAVI.R		pipeline_MODIS_SAVI.R
pipeline_chirps.R		pipeline_chirps.R
pls_regression.R		pls_regression.R
random_forest_CV.R		random_forest_CV.R
random_forest_buffers.R		random_forest_buffers.R
random_forest_quantil.R		random_forest_quantil.R
smap_spatial_temporal_preprocesing.R		smap_spatial_temporal_preprocesing.R
soilGrids_spatial_operations.R		soilGrids_spatial_operations.R
temporal_lags_based_on_smap_for_autocorrelation_modeling.R		temporal_lags_based_on_smap_for_autocorrelation_modeling.R

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