Mastodawn

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

Bijan Fallah Jul 21, 2025

🌍 Studying climate change in Central Asia?
Here’s a thread of our recent open-access work:

📘 Downscaling CMIP6
🔗 https://gmd.copernicus.org/articles/18/161/2025

📘 Trends & extremes
🔗 https://doi.org/10.1002/joc.8519

📘 Event attribution
🔗 https://doi.org/10.1007/s10584-024-03743-0

📘 Streamflow & climate
🔗 https://doi.org/10.1007/s10584-023-03673-3

#CentralAsia #ClimateScience #Downscaling #Attribution #OpenData

JMLR Jan 11, 2024

'Hard-Constrained Deep Learning for Climate Downscaling', by Paula Harder et al.

http://jmlr.org/papers/v24/23-0158.html

#downscaling #climate #resolution

Hard-Constrained Deep Learning for Climate Downscaling

Der Entgegner (Aka Ratatöskr)Nov 16, 2023

Bei mir steht ein #Downscaling an. Ich würde mich in absehbarer Zukunft von meinem einen #Server trennen. Eine #lenovo #ThinkstationC20, racktauglich (vielleicht hab ich auch noch ein #Railkit). Mit zwei #Xeon Prozessoren (16 Threads) und einer zusätzlichen vier port Netzwerkkarte (Gigabit) MIT eigenem BIOS (für Boot-Targets/ #iscsi)

Ich würde das ganze für 200€ (Sparschweine der Kinder) und Übernahme der VK hergeben.

Bei Interesse bitte melden und Toot bookmarken, Mehr Fotos folgen.
#forsale

Nick Golledge May 8, 2023

Nice new statistical #downscaling paper by Vincent Verjans et al highlighted here:

https://eos.org/editor-highlights/going-with-the-flow-new-tool-improves-sea-level-projections

#greenland #greenlandicesheet #modelling #climatechange

Going with the Flow: New Tool Improves Sea Level Projections

By bringing together multiple data sources a new statistical method aims to improve the accuracy with which we might predict future ice melt in Greenland.

Eos

Show thread

TC (Tirthankar Chakraborty)Jan 14, 2023

Adding to this, the #downscaling method they use (I think cubic convolution) assumes a continuous underlying distribution of the data. This assumption is rarely satisfied over #urban areas, especially when detecting #hotspots.

This #paper has some good illustrations of this: https://doi.org/10.5721/EuJRS20164929

Ruth Mottram Nov 14, 2022

Almost the last trip of the year: To Liege to talk #PROTECT +#POLARRES with the #MAR group and to examine a PhD thesis. Looking forward to some good discussions with Xavier Fettweis and the rest of the group on coupled #ClimateModel development with #ocean #SeaIce + #IceSheet, next gen #RegionalClimateModels and how to choose #CMIP6 #ESMs for #downscaling.