Results 111 to 120 of about 8,791 (180)

Machine Learning Based Prediction of Tropical Cyclone Rapid Intensification in the Western North Pacific: Importance of Data Augmentation and Loss Function

open access: yesJournal of Geophysical Research: Machine Learning and Computation, Volume 3, Issue 2, April 2026.
Abstract In this study, we developed a TabNet‐based machine learning model to predict tropical cyclone (TC) rapid intensification (RI) in the Western North Pacific. The most significant challenge in predicting RI is the severe class imbalance between rapid and non‐rapid intensification cases, typically 4.2:1 ratio based on 1977–2021 records.
Sanghyeok An   +5 more
wiley   +1 more source

The potential of Facebook advertising data for understanding flows of people from Ukraine to the European Union. [PDF]

open access: yesEPJ Data Sci, 2022
Minora U   +5 more
europepmc   +1 more source

Application of Variational Autoencoder‐Based Clustering for Geophysical Fluid Circulations With Small Sample Size

open access: yesJournal of Geophysical Research: Machine Learning and Computation, Volume 3, Issue 2, April 2026.
Abstract The variational autoencoder (VAE), a deep generative model, can extract a good feature representation for clustering from complex data; however, the use of this algorithm in the geophysical fluid circulation has been limited. The sample size for a geophysical phenomenon is generally small because of a large dimensional size, especially for ...
Kunihiro Aoki   +7 more
wiley   +1 more source

Natural Disasters as a Maternal Prenatal Stressor and Children's Neurodevelopment: A Systematic Review. [PDF]

open access: yesBehav Sci (Basel)
Ünsel-Bolat G   +3 more
europepmc   +1 more source

Maternal and Child Health Care Service Disruptions and Recovery in Mozambique After Cyclone Idai: An Uncontrolled Interrupted Time Series Analysis. [PDF]

open access: yesGlob Health Sci Pract, 2022
Fernandes Q   +20 more
europepmc   +1 more source

Intelligent Shanghai Typhoon Model (ISTM): A Diffusion‐Based Downscaling Emulator From AIFS to Kilometer‐Scale Regional Reanalysis for Typhoon Forecasts

open access: yesJournal of Geophysical Research: Machine Learning and Computation, Volume 3, Issue 2, April 2026.
Abstract Artificial‐intelligence weather prediction models have recently surpassed numerical models in large‐scale skill, but they still systematically underestimate typhoon intensity due to their reliance on coarse‐resolution training data from ERA5. To overcome this limitation, we constructed a bespoke 9‐km high‐resolution typhoon reanalysis (HiRes ...
Zeyi Niu   +8 more
wiley   +1 more source

Copernicus Data Space Ecosystem establishes public cloud processing for earth observation data. [PDF]

open access: yesSci Data
D Kovács D   +5 more
europepmc   +1 more source

Deep Learning of Systematic Ocean Model Errors in a Coupled GCM From Data Assimilation Increments

open access: yesJournal of Advances in Modeling Earth Systems, Volume 18, Issue 4, April 2026.
Abstract We present a novel, data‐driven approach to predict systematic model errors in the ocean component of a coupled general circulation model leveraging deep learning and data assimilation. We examine the skill of the proposed scheme in learning systematic model errors, including their spatial patterns, variance, scales, and test its sensitivity ...
Tarun Verma   +4 more
wiley   +1 more source

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