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machine learning & AI

Radar equipment at a research site sits in the foreground, with flat grasslands stretching out beyond and the Sun low on the horizon illuminating some light clouds.
Posted inScience Updates

Decoding the Dialogue Between Clouds and Land

by Tianning Su and Zhanqing Li 16 February 2024

New research is challenging established assumptions about how clouds form and interact with Earth’s surface. One result may be better weather forecasts.

Graphs showing the performance of the deep learning network developed in this study.
Posted inEditors' Highlights

Deep Learning Facilitates Earthquake Early Warning

by Han Yue 14 February 202413 February 2024

A deep learning model trained with real-time satellite data significantly reduces the time to predict the ground motion of big earthquakes.

2 graphs from the paper.
Posted inEditors' Highlights

Machine Learning for Geochemists Who Don’t Want to Code 

by Paul Asimow 9 February 20249 February 2024

Geochemistry π is an easy-to-use step-by-step interface to carry out common machine learning tasks on geochemical data, including regression, clustering, classification, and dimension-reduction.

An aerial photograph of a glacier that terminates at the sea.
Posted inNews

How Did We Miss 20% of Greenland’s Ice Loss?

Kimberly M. S. Cartier, News Writing and Production Intern for Eos.org by Kimberly M. S. Cartier 8 February 20242 July 2024

The ice loss was hidden in places existing monitoring methods can’t reach, such as hard-to-map fjords. Machine learning helped scientist revise mass loss estimates and uncover patterns in glacial retreat.

Satellite image of a large dust storm over North Africa.
Posted inEditors' Highlights

Using Machine Learning to Reconstruct Cloud-Obscured Dust Plumes

by Donald Wuebbles 2 February 20241 February 2024

Satellite-observed dust plumes from North Africa are frequently obscured by clouds, but a new study uses machine learning to reconstruct dust patterns, demonstrating a new way to validate dust forecasts.

A person with a mask on walking through a smog covered parking lot.
Posted inEditors' Vox

OneHealth, Climate Change, and Infectious Microbes

by Antarpreet Jutla, Gabriel Filippelli, Katherine D. McMahon, Susannah G. Tringe, Rita R. Colwell, Helen Nguyen and Michael J. Imperiale 31 January 20249 September 2024

AGU and ASM welcome submissions to a joint special collection focusing on the impacts of climate change and microbes on human well-being.

Photo of an iceberg in water.
Posted inEditors' Highlights

Deep Learning Tackles Deep Uncertainty 

by Nicholas Golledge 26 January 202424 January 2024

A new method based on artificial intelligence could help accelerate projections of polar ice melt and future sea level rise.

一个由六张黑白图像组成的网格,其中三张图像分别代表火星表面的两个区域。中央的HiRISE MADNet数字地形模型镶嵌图像清晰度最高,分辨率最高。
Posted inResearch Spotlights

绘制火星地图:深度学习可帮助确定耶泽洛陨石坑着陆点

Sarah Derouin, Science Writer by Sarah Derouin 17 January 202417 January 2024

研究人员使用新技术更精确地估计了火星上的地面高度,为火星车着陆制作了更高分辨率的地图。

Aerial view from above Earth showing Scandinavia at night. Green aurora above the northern Baltic Sea.
Posted inEditors' Vox

JGR: Machine Learning and Computation is Open for Submissions

by Matt Giampoala 7 December 20237 December 2023

The founding Editor-in-Chief discusses how AGU’s newest journal will capture critical advancements of the techniques moving scientific discovery forward.

A grid of six black-and-white images, with three images each of two areas on the Martian surface. The images in the center from the HiRISE MADNet digital terrain model mosaic are the sharpest, with the highest resolution.
Posted inResearch Spotlights

Mapping Mars: Deep Learning Could Help Identify Jezero Crater Landing Site

Sarah Derouin, Science Writer by Sarah Derouin 1 December 202317 January 2024

Researchers used new techniques to more precisely estimate ground elevations on Mars, producing a refined resolution map for rover landings.

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Features from AGU Publications

Research Spotlights

Early Apes Evolved in Tropical Forests Disturbed by Fires and Volcanoes

12 June 202511 June 2025
Editors' Highlights

Coverage Factors Affect Urban CO2 Monitoring from Space

12 June 202512 June 2025
Editors' Vox

Rising Concerns of Climate Extremes and Land Subsidence Impacts

9 June 20254 June 2025
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