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Stefan Kollet

Editor, Water Resources Research

Comparative images of real and generated rock thin sections.
Posted inEditors' Highlights

Rock Solid Augmentation: AI-Driven Digital Rock Analysis

by Stefan Kollet 21 May 202521 May 2025

Boosting digital rock images with AI-powered augmentation and quality analysis could improve subsurface engineering decisions.

Graph from the study
Posted inEditors' Highlights

Listening to Groundwater Dynamics

by Stefan Kollet 10 March 20257 March 2025

Deep learning from shallow passive seismic data reveals groundwater table depth information in space and time.

Four graphs from the paper
Posted inEditors' Highlights

Learning Data Assimilation Without the Help of the Gaussian Assumption

by Stefan Kollet 15 April 202411 April 2024

Major Earth system processes are non-linear and non-Gaussian, and so should be our data assimilation approaches.

Diagrams from the paper showing monitoring locations.
Posted inEditors' Highlights

Using Big Data for Monitoring Network Design and Beyond

by Stefan Kollet 5 December 202229 November 2022

Large data sets can be generated using deep learning to improve the design of observation networks for monitoring subsurface flow and transport.

Diagram of experiment design.
Posted inEditors' Highlights

Deep Learning for Hydrologic Projections Under Climate Change

by Stefan Kollet 24 October 202219 October 2022

Extrapolation or not? Big data may help deep learning to go places where it has not been before by transferring learned hydrologic relationships.

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Features from AGU Publications

Research Spotlights

Simplicity May Be the Key to Understanding Soil Moisture

23 May 202523 May 2025
Editors' Highlights

Creep Cavitation May Lead to Earthquake Nucleation

22 May 202521 May 2025
Editors' Vox

Decoding Crop Evapotranspiration

6 May 20256 May 2025
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