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machine learning & AI

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.

格陵兰岛东南海岸低压云系统的光谱辐射计图像。云具有棉花般的外观,形成一个松散的逆时针螺旋。
Posted inResearch Spotlights

人工智能遇到对手:蝴蝶效应

by Saima May Sidik 22 November 202322 November 2023

人工智能算法未能解决天气预报的一个关键限制。

Map of study area with symbols.
Posted inEditors' Highlights

Machine Learning Identifies Source Volcanoes of Ash Deposits

by Paul Asimow 8 November 20236 November 2023

Tracing ash layers from explosive eruptions back to their source volcanoes is needed to evaluate hazards to population and aviation, a problem addressed by a new machine learning classification method.

Satellite image of the Mississippi River surrounded by a green landscape
Posted inNews

Rivers Are Warming Up and Losing Oxygen

by Elise Cutts 3 November 20233 November 2023

Researchers used deep learning to fill in the gaps of “patchy” water quality data, revealing decades-long trends toward warmer and less oxygenated rivers that could have worrisome consequences.

Illustration of a computer screen with mountains and a river.
Posted inEditors' Vox

Advancing AI and Machine Learning Beyond Predictive Capabilities

by Dipankar Dwivedi, Xingyuan Chen, Chaopeng Shen and Harihar Rajaram 1 November 202331 October 2023

A new cross-journal special collection invites contributions that unlock the next frontier in hydrology and Earth sciences through artificial intelligence and machine learning.

A spectroradiometer image of a low-pressure system of clouds off the southeastern coast of Iceland. The clouds have a cotton-like appearance and form a loose counterclockwise spiral.
Posted inResearch Spotlights

AI Meets Its Match: The Butterfly Effect

by Saima May Sidik 30 October 202322 November 2023

Artificial intelligence algorithms fail to account for a key limitation in weather prediction.

Two U.S. Coast Guard mariners push a red flat-bottomed boat through floodwaters in Baton Rouge, La., in 2016.
Posted inResearch Spotlights

Machine Learning Highlights Ways to Improve Flood Mitigation

Aaron Sidder, freelance science writer by Aaron Sidder 18 October 202318 October 2023

New research shows that home flood insurance coverage is often a reactive purchase in response to flooding, while top-down policies that focus on community resilience may offer more robust protection.

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Over a dark blue-green square appear the words Special Report: The State of the Science 1 Year On.

Features from AGU Publications

Research Spotlights

What Australian Lakes Showed Us About Martian Hydrology

27 July 202627 July 2026
Editors' Highlights

Enhancing Induced Seismicity: A New Window into Earthquake Physics

28 July 202627 July 2026
Editors' Vox

The Hidden Costs of Mining River Sand

27 July 202627 July 2026
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