ML Earth Sciences

#CriticalZone at #AGU25

A flyer for the "B011" AGU session

BO11 - Advancing Biogeochemical Cycle Modeling with Artificial Intelligence (Al): Bridging Data-Driven Methods and Process-Based Approaches #AGU25

🌎 Are you attending #AGU25?
Consider submitting your abstract to our session on Challenges and Solutions for Hydrologic Scaling Across Multiple Processes and Scales.
More information below!!!

Open source, open science for earth, climate and geospatial science? Coming to #AGU25? Build tools in #Python @jupyter.org?

Submit an abstract for this session and come meet us and like minded scientists!

First post !!!

Happy to share our new paper is out in Engineering Applications of AI!
"Overcoming Data Scarcity" uses transfer learning + satellite fusion to predict soil moisture with 55% less in-situ data
🔗 doi.org/10.1016/j.enga…
�� abhilashsingh.net/codes.hthtml
#RemoteSensing #ML #AI

Publish in AI for Science for:

🔬 Broad scope for AI-driven scientific breakthroughs
🌍 Open access publishing at no cost to you
✅ Review by top international experts
⚡ Fast publication
📝 Formatting your way and we’ll handle the rest

🔗 Submit now: iopscience.iop.org/journal/3050...

#AIResearch

A new paper is out in Engineering Applications of AI!
"Overcoming Data Scarcity" uses transfer learning + satellite fusion to predict soil moisture with 55% less in-situ data
🔗 doi.org/10.1016/j.enga…

✊ From observations to actionable information: Take a look at our mission in our digital flyer!

It gives an overview of 40+ years of satellite data from a growing number of Essential Climate Variables to strengthen climate understanding and inform effective decision-making:

t1p.de/lbgyl #LPS25

Wrapping up your PhD? I’m planning to hire a postdoc in the next few months (start date flexible). Will start formally advertising soon, but you heard it here first!! Possible research topics include - critical zone hydrology, agricultural water quality, SW-GW interactions. Reach out if interested!

Hydrology Paper of the Day @rarakihydro.bsky.social on a model of soil moisture loss that utilizes a nonlinear function: model fitting to SMAP remote sensing data; an examination of global-scale patterns; how aridity, sand fraction and landcover affects outputs; and the role of evapotranspiration.

⏳ Time is running out!

Apply by 15 June to join the JRC as a hydrologic modeller and help shape the future of early warnings in Europe and beyond.

Make an impact with #CEMS, #EFAS, #GloFAS.
🔗 recruitment.jrc.ec.europa.eu/vacancy/1885

#Floods #Drought #Hydrology

PC: Yifang Ban, KTH

Hydrology Paper of the Day @bioclimatology.bsky.social on how more than six years of data from a beech forest in Germany indicates changes in Critical Zone hydrology due to climate change: rainfall trends and canopy-scale partitioning; seasonal changes; and identifying storage and drivers.

Calling all river scientists & engineers! #RiverFlow2026 is now accepting abstracts. Share your latest research in fluvial hydraulics and join us in Thessaloniki, Greece! Submit your abstract by August 15, 2025.
🔗 riverflow2026.web.auth.gr 
#Hydraulics #RiverScience

Interesting readings very recently published on 𝘿𝙞𝙜𝙞𝙩𝙖𝙡 𝙏𝙬𝙞𝙣𝙨 𝙤𝙛 𝙩𝙝𝙚 𝙀𝙖𝙧𝙩𝙝

Digital Twins of the Earth Between Vision and Fiction
lnkd.in/dYQTs5wM

and also:
Bring digital twins back to Earth
lnkd.in/dih-JvGT

Hydrology Paper of the Day @ianabrown.bsky.social on how landscape affects drone-based photogrammetry: comparisons with LiDAR DEMs and CHMs for the Kronängen area of boreal forests and meadows; differences in topography; and accuracy comparisons with respect to weather, location and vegetation.

Hydrology Paper of the Day @okke-batelaan.bsky.social on determining ET and temperature beneath the canopy of a forest by drone and airplane thermal imaging, LiDAR scanning and modelling: two catchments in Australia; satellite optical sensing; upscaling; validation; and quantifying uncertainties.

Hydrology Paper of the Day @geospatialtao.bsky.social on a novel framework for UAS remote sensing of rangelands: the Reynolds Creek Experimental Watershed in southwest Idaho; machine learning image classification; comparison with existing data products; and the effects of spatial resolution.

🌍 AI is transforming climate research!

Catch us at #EGU25 presenting cutting-edge work on applying #MachineLearning, hybrid models, and causal discovery in climate research.

⚡️ Don’t miss: Camps-Valls, Reid, Ouala, Beucler + more!

#AI4Climate #ML4Science #EGU25 #ClimateAI

YouTube video by Andrej Karpathy CS231n Winter 2016: Lecture 10: Recurrent Neural Networks, Image Captioning, LSTM

Currently working on my medal lecture talk for #EGU25.

Without any doubt, this lecture youtu.be/yCC09vCHzF8?... by @karpathy.bsky.social was one of the key steps.

📢 New CFP: Special Collection in EDS!

Calling for work exploring the convergence between #data-driven methodologies (#AI, #machinelearning) and physical modeling for Earth system science, building upon an upcoming workshop #EGU25 (@egu.eu).

ℹ️ How to submit: bit.ly/3Eq4WLV
📅 Deadline: 31 Oct 2025

a man wearing a hat and a tank top is standing on a boat near the ocean . ALT: a man wearing a hat and a tank top is standing on a boat near the ocean .

Hi there @bsky.app! The AMS Hydrology committee is excited to join @ametsoc.org here to grow the #hydrology community ahead of #AMS2026!

✅ Follow for hydrology/hydrometeorology facts, news, events, and more!

Hydrology Paper of the Day @queenofpeat.bsky.social on peatland fires that continue burning during winter in the NWT and Alaska: how biomass controls the spatial prevalence of fires in lieu of fire weather areas; seedlings, soils and trees over a transect; and quantifying biogeochemical cycles.

Hydrology Paper of the Day @drevaplaganyi.bsky.social on a commentary related to how wealthy countries affect deforestation and the biogeography of other nations: marine ecosystems and impacts; importing of resources in lieu of internal resource management; and recognizing global biodiversity.

Hydrology Paper of the Day @iflscience.com on weird hydrology: rivers that flow in different drainage basins; why some rivers flow in two directions or have a reversed direction of flow; a lake that drains into two oceans; river capture and geological controls; modelling; and management challenges.

Thirstwaves: Prolonged Periods of Agricultural Exposure to Extreme Atmospheric Evaporative Demand for Water Regional hotspots of thirstwaves do not necessarily align with areas of high overall evaporative demand Intensity, duration, and frequency of thirstwaves have increased significantly (p < 0.05) o...

Hydrology Paper of the Day @agrohydrology.bsky.social on the novel concept of thirstwaves: the standardized reference evapotranspiration must be greater than the 90th percentile of this measurement at a site for a period of three days; mapping thirstwave spatial patterns; and decadal trends.

Excellent paper!!!

Great new paper by H. Mosaffa et al. on Journal of Hydrology:
𝗛𝗥-𝗣𝗿𝗲𝗰𝗶𝗽𝗡𝗲𝘁: 𝗔 𝗺𝗮𝗰𝗵𝗶𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 𝗳𝗼𝗿 𝟭-𝗸𝗺 𝗵𝗶𝗴𝗵-𝗿𝗲𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻 𝘀𝗮𝘁𝗲𝗹𝗹𝗶𝘁𝗲 𝗽𝗿𝗲𝗰𝗶𝗽𝗶𝘁𝗮𝘁𝗶𝗼𝗻 𝗲𝘀𝘁𝗶𝗺𝗮𝘁𝗶𝗼𝗻
doi.org/10.1016/j.jh...
Effective use of @esa.int Sentinel-1 for actual high-resolution (1 km) precipitation estimation...great!

Hydrology Paper of the Day @almontanari.bsky.social on a version of BLUECAT to bias correct outputs of deterministic models and obtain an estimate of uncertainty by stochastic processes: quantiles via order statistics; extension to a multimodel case of ensemble members; and hydrology applications.

Hydrology Paper of the Day @agu.org on a series of papers that influenced our understanding of hydrology: predicting unsaturated hydraulic conductivity; identification of monotonic trends; water management challenges; Colorado River droughts; and machine learning in the context of scale.