Nighttime PM<sub>2.5</sub> Concentration Estimation Based on NPP-VIIRS and Interpretable Machine Learning: The Case of Beijing&#x2013;Tianjin&#x2013;Hebei Region

Nighttime PM<sub>2.5</sub> Concentration Estimation Based on NPP-VIIRS and Interpretable Machine Learning: The Case of Beijing&#x2013;Tianjin&#x2013;Hebei Region

Air pollution and public health issues caused by fine particulate matter (PM<sub>2.5</sub>) are becoming increasingly severe. Although well-established satellite methods exist for retrieving daytime PM<sub>2.5</sub> concentrations, these methods are limited by weak nighttime...

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Bibliographic Details
Main Authors: Tong Li, Bo Li, Zhihua Han, Wenhao Zhang, Xiufeng Yang
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:
Nighttime lighting data
nighttime particulate matter (PM<sub xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">2.5</sub>)
satellite observation
Shapley additive explanation (SHAP)
Online Access:https://ieeexplore.ieee.org/document/10963726/
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