Enhancing Aerosol Vertical Distribution Retrieval With Combined LSTM and Transformer Model From OCO-2 O2 A-Band Observations

Enhancing Aerosol Vertical Distribution Retrieval With Combined LSTM and Transformer Model From OCO-2 O2 A-Band Observations

The precise determination of aerosol vertical distribution is crucial for accurate radiative transfer simulations in atmospheric aerosol studies. This research utilizes Orbiting Carbon Observatory-2 oxygen A-band hyperspectral observation data, which are sensitive to aerosol vertical distribution. W...

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Bibliographic Details
Main Authors: YuXuan Wang, RuFang Ti, ZhenHai Liu, Xiao Liu, HaiXiao Yu, YiChen Wei, YiZhe Fan, YuYao Wang, HongLian Huang, XiaoBing Sun
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:
Aerosol
aerosol vertical distribution
machine learning
Orbiting Carbon Observatory-2 (OCO-2)
oxygen absorption A band
Online Access:https://ieeexplore.ieee.org/document/10930835/
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https://ieeexplore.ieee.org/document/10930835/

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