A gradient boosting-based machine learning framework for improving atmospheric visibility numerical prediction

Chen Han

doi:10.1016/j.atmosres.2026.109012

A gradient boosting-based machine learning framework for improving atmospheric visibility numerical prediction

2026-04-15

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DOI：10.1016/j.atmosres.2026.109012

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Abstract

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• Develop an ensemble ML mode GBEM-VIS to improve atmospheric VIS numerical prediction. • GBEM-VIS obviously improves the low VIS numerical prediction for 10/5/3 km levels. • Low VIS improvement varies with the relative contribution by aerosols and humidity. • Extreme low VIS improvement is the most distinguished under high humidity conditions.

Keywords:

atmospheric visibility

machine learning

numerical prediction

gradient boosting

aerosols

A gradient boosting-based machine learning framework for improving atmospheric visibility numerical prediction

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