Retrieval of aerosol optical depth from surface solar radiation measurements using machine learning algorithms, non-linear regression and a radiative transfer-based look-up table

In order to have a good estimate of the current forcing by anthropogenic aerosols, knowledge on past aerosol levels is needed. Aerosol optical depth (AOD) is a good measure for aerosol loading. However, dedicated measurements of AOD are only available from the 1990s onward. One option to lengthen...

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Bibliographic Details
Main Authors: J. Huttunen, H. Kokkola, T. Mielonen, M. E. J. Mononen, A. Lipponen, J. Reunanen, A. V. Lindfors, S. Mikkonen, K. E. J. Lehtinen, N. Kouremeti, A. Bais, H. Niska, A. Arola
Format: Article
Language:English
Published: Copernicus Publications 2016-07-01
Series:Atmospheric Chemistry and Physics
Online Access:https://www.atmos-chem-phys.net/16/8181/2016/acp-16-8181-2016.pdf