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machine learning & AI

Composite image showing stacks of paper with a forest in the background
Posted inOpinions

How to Address Publication Overload in Environmental Science

by William Brandt and Christina Tague 22 September 202326 February 2026

Combining traditional human-curated syntheses of scientific research with the search and visualization tools of artificial intelligence could guide researchers through avalanches of publications.

A lush wetland area, with low bushes rising from the water, under a blue sky
Posted inResearch Spotlights

Better Bottom-Up Estimates of Wetland Methane Emissions

by Nathaniel Scharping 13 September 202313 September 2023

Limited monitoring of methane emissions from tropical wetlands could be obscuring these environments’ role in climate change.

A stock illustration shows two cartoon people near an oversized computer with a chatbot on the monitor.
Posted inOpinions

AI Could Reshape Climate Communication

by Nathan E. Sanders and Rose Hendricks 30 August 202330 August 2023

If we can overcome its pitfalls, AI holds promise for improving trust in climate science and activating a largely disengaged public, with meaningful consequences for health and well-being globally.

Une nouvelle étude a pu déterminer l’origine d’arbres abattus illégalement dans des régions comme le Kalimantan central à Bornéo, en Indonésie.
Posted inNews

Établir une carte d’identité du bois pour freiner la déforestation illégale

Rishika Pardikar, Science Writer by Rishika Pardikar 22 August 202322 August 2023

Des chercheurs ont créé un nouvel outil d’analyse pour améliorer la traçabilité du bois qui pourrait permettre d’appliquer la législation de l’Union européenne visant à lutter contre la déforestation.

Photo taken from a helicopter of a broken road in a desert landscape
Posted inNews

Global Earthquake Analysis Seeks Elusive Foreshock Signal

by Nathaniel Scharping 15 August 202315 August 2023

Spotting foreshocks for what they are could help seismologists forecast large earthquakes.

A close-up image of the Moon showing a single large crater surrounded by a field of smaller craters
Posted inResearch Spotlights

Decrypting Lunar Craters Quickly and Easily

by Saima May Sidik 14 July 202314 July 2023

Machine learning can reveal the stories written in the marks on the Moon.

Photo of fog-filled tropical forest
Posted inNews

Fingerprinting Wood to Curb Illegal Deforestation

Rishika Pardikar, Science Writer by Rishika Pardikar 21 June 202322 August 2023

Researchers developed a new forensic tool for tracing the origins of timber that could enable enforcement of antideforestation legislation in the European Union.

Red liquid falls through the sky in a line behind a flying plane and partially covers trees in a dense forest
Posted inNews

Where Does Fire Retardant Fall in a Forest? Ask a Satellite

by Jenessa Duncombe 16 June 202316 June 2023

Knowing where fire retardant lands once it’s dropped from a plane is hard to pin down. A new remote sensing approach offers clues.

A beaver dam made of numerous small branches sits in a small pond, with mountains in the distance.
Posted inResearch Spotlights

Mapping Beaver Dams with Machine Learning

Sarah Derouin, Science Writer by Sarah Derouin 15 June 202315 June 2023

A new model deploys a neural network to spot beavers’ engineering exploits in aerial and satellite imagery, an approach that should aid studies of ecosystem and landscape change.

Map and graphs from the paper.
Posted inEditors' Highlights

Machine Learning Helps Constrain the Thickness of Ancient Crust

by Emily Chin 1 June 202331 May 2023

A machine learning model trained using data on the chemical composition of magmatic rocks yields comparable, if not better, results to previously developed geochemical proxies.

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Features from AGU Publications

Research Spotlights

Comparing Machine Learning Models of Raindrop Formation

8 July 20268 July 2026
Editors' Highlights

A Satellite-Based Global Carbon Flux Product is Sensitive to Droughts 

8 July 20266 July 2026
Editors' Vox

Small-Scale Indian Ocean Dynamics Underpin Marine Ecology and Climate

4 June 20263 June 2026
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