Severe Weather Forecasting via the Sole Use of Satellite Data

Severe Weather Forecasting via the Sole Use of Satellite Data

The forecasting of (severe) weather/climate systems using satellite telemetry and Machine Learning (ML) is generally held back by the size and availability of the pertaining datasets. This research outlines a newly devised pipeline for the automated construction of concise datasets designed to conve...

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Bibliographic Details
Main Authors: Brianna D'Urso, Sheikh Rabiul Islam, Kamruzzaman Sarker, Ingrid Russell
Format: Article
Language:English
Published: LibraryPress@UF 2024-05-01
Series:Proceedings of the International Florida Artificial Intelligence Research Society Conference
Subjects:
machine learning
meteorology
severe weather
data mining
weather forecasting
weather prediction
forecasting
nowcasting
satellite telemetry
satellite data
atmospheric motion vectors
atmosphere
ms-lstm
ms-rnn
convlstm
climate
climatology
climate change
satellite image time series
Online Access:https://journals.flvc.org/FLAIRS/article/view/135558
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