Ensemble Deep Learning Towards High-Resolution Soil-Moisture Mapping For Enhanced Water Management In California's Central Valley
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https://doi.org/10.1016/j.envsoft.2025.106824 <-- shared paper
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#agriculture #crops #groundwater #pumping #monitoring #agronomic #irrigation #planning #scheduling #wateruse #sustainability #wateruse #watersecurity #deeplearning #framework #soilmoisture #downscaling #watermanagement #california #centralvalley #ensemblemodeling #model #modeling #SMAP #satellite #rootzone #remotesensing #spatialanalysis #spatiotemporal #AI #sensitivityanalysis #fieldobservation #instrumentation #fieldchecking #seasonal #crop #crops #production #foodsecurity #NVDI #NDWI #ET #evapotranspiration #MODIS #pluvial

Surface Water Transitions 1984–2022 - A Global Dataset at Annual Resolution
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https://doi.org/10.1038/s41597-025-06013-5 <-- shared paper
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#water #hydrology #hydrospatial #globe #global #remotesensing #spatialanalysis #spatiotemporal #GIS #spatial #mapping #watertransition #river #stream #lake #coast #coastal #landsat #timeseries #WCD #WTTD #OTSU #NDWI #landuse #landcover #NLDI #soil #vegetation #forest #urban #industrial #advance #recession #wetland #engineered #agriculture #floodplain #deforestration #reservior #delta #model #modeling #surfacewater #change #seasonal #climate #annual #historic #recenthistory #waterresources #watermanagement #watersecurity

Weeds Detection In A Citrus Orchard Using Multispectral UAV Data And Machine Learning Algorithms - A Case Study From Souss-Massa Basin, Morocco
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https://doi.org/10.1016/j.rsase.2025.101553 <-- shared paper
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#GIS #spatial #mapping #seedsdetection #citrusorchard #unmannedaerialvehicle #UAV #multispectralsensors #machinelearning #AI #modeling #model #deeplearning #agriculture #orchard #SoussMassa #Morocco ##citrus #groundcontrol #pointcloud #DSM #imagery #NDVI #NDWI #MLC #data #production #food #management #water #hydrology #fertiliser

RT BELLA II
Visualization of #agroclimatic variables🌦️, fire prevention🔥 and farming optimization with #NDVI and #NDWI🌳. Get to know the winning ideas of the #BELLA Hackathon: @CopernicusEU Innovation Development. https://bit.ly/3ONvMjw

🐦🔗: https://n.respublicae.eu/BELLA_Programme/status/1689342105825509377