A feasibility study to use machine learning as an inversion algorithm for aerosol profile and property retrieval from multi-axis differential absorption spectroscopy measurements

<p>In this study, we explore a new approach based on machine learning (ML) for deriving aerosol extinction coefficient profiles, single-scattering albedo and asymmetry parameter at 360&thinsp;nm from a single multi-axis differential optical absorption spectroscopy (MAX-DOAS) sky scan. Our...

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Bibliographic Details
Main Authors: Y. Dong, E. Spinei, A. Karpatne
Format: Article
Language:English
Published: Copernicus Publications 2020-10-01
Series:Atmospheric Measurement Techniques
Online Access:https://amt.copernicus.org/articles/13/5537/2020/amt-13-5537-2020.pdf