Characterization of Historical Aerosol Optical Depth Dynamics Using LSTM and Peak Enhancement Techniques

Characterization of Historical Aerosol Optical Depth Dynamics Using LSTM and Peak Enhancement Techniques

This study addresses the challenges of characterizing aerosol optical depth (AOD) dynamics from satellite observations, which are often hindered by data gaps and variability. A long short-term memory (LSTM) network was trained on an extended AOD dataset from Sicily to capture temporal patterns. The...

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Main Authors: Horia-Alexandru Cămărășan, Alexandru Mereuță, Lucia-Timea Deaconu, Horațiu-Ioan Ștefănie, Andrei-Titus Radovici, Camelia Botezan, Zoltán Török, Nicolae Ajtai
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Atmosphere
Subjects:
aerosol
AOD modeling
MODIS
LSTM
peak detection
Online Access:https://www.mdpi.com/2073-4433/16/6/743
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