Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks

This paper presents the reconstruction of a 73-year time series of the aerosol optical depth (AOD) at 500 nm at the subtropical high-mountain Izaña Atmospheric Observatory (IZO) located in Tenerife (Canary Islands, Spain). For this purpose, we have combined AOD estimates from artificial neural netwo...

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Main Authors: R. D. García, O. E. García, E. Cuevas, V. E. Cachorro, A. Barreto, C. Guirado-Fuentes, N. Kouremeti, J. J. Bustos, P. M. Romero-Campos, A. M. de Frutos
Format: Article
Language:English
Published: Copernicus Publications 2016-01-01
Series:Atmospheric Measurement Techniques
Online Access:http://www.atmos-meas-tech.net/9/53/2016/amt-9-53-2016.pdf
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spelling doaj-69247cf5857a4646a9733d41724815372020-11-25T00:31:07ZengCopernicus PublicationsAtmospheric Measurement Techniques1867-13811867-85482016-01-0191536210.5194/amt-9-53-2016Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networksR. D. García0O. E. García1E. Cuevas2V. E. Cachorro3A. Barreto4C. Guirado-Fuentes5N. Kouremeti6J. J. Bustos7P. M. Romero-Campos8A. M. de Frutos9Izaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainAtmospheric Optics Group, Valladolid University, Valladolid, SpainIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainPhysikalish-Meteorologisches Observatorium, Davos, World Radiation Center, Davos, SwitzerlandIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainIzaña Atmospheric Research Center (IARC), Agencia Estatal de Meteorología (AEMET), Santa Cruz de Tenerife, SpainAtmospheric Optics Group, Valladolid University, Valladolid, SpainThis paper presents the reconstruction of a 73-year time series of the aerosol optical depth (AOD) at 500 nm at the subtropical high-mountain Izaña Atmospheric Observatory (IZO) located in Tenerife (Canary Islands, Spain). For this purpose, we have combined AOD estimates from artificial neural networks (ANNs) from 1941 to 2001 and AOD measurements directly obtained with a Precision Filter Radiometer (PFR) between 2003 and 2013. The analysis is limited to summer months (July–August–September), when the largest aerosol load is observed at IZO (Saharan mineral dust particles). The ANN AOD time series has been comprehensively validated against coincident AOD measurements performed with a solar spectrometer Mark-I (1984–2009) and AERONET (AErosol RObotic NETwork) CIMEL photometers (2004–2009) at IZO, obtaining a rather good agreement on a daily basis: Pearson coefficient, <i>R</i>, of 0.97 between AERONET and ANN AOD, and 0.93 between Mark-I and ANN AOD estimates. In addition, we have analysed the long-term consistency between ANN AOD time series and long-term meteorological records identifying Saharan mineral dust events at IZO (synoptical observations and local wind records). Both analyses provide consistent results, with correlations  &gt;  85 %. Therefore, we can conclude that the reconstructed AOD time series captures well the AOD variations and dust-laden Saharan air mass outbreaks on short-term and long-term timescales and, thus, it is suitable to be used in climate analysis.http://www.atmos-meas-tech.net/9/53/2016/amt-9-53-2016.pdf
collection DOAJ
language English
format Article
sources DOAJ
author R. D. García
O. E. García
E. Cuevas
V. E. Cachorro
A. Barreto
C. Guirado-Fuentes
N. Kouremeti
J. J. Bustos
P. M. Romero-Campos
A. M. de Frutos
spellingShingle R. D. García
O. E. García
E. Cuevas
V. E. Cachorro
A. Barreto
C. Guirado-Fuentes
N. Kouremeti
J. J. Bustos
P. M. Romero-Campos
A. M. de Frutos
Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
Atmospheric Measurement Techniques
author_facet R. D. García
O. E. García
E. Cuevas
V. E. Cachorro
A. Barreto
C. Guirado-Fuentes
N. Kouremeti
J. J. Bustos
P. M. Romero-Campos
A. M. de Frutos
author_sort R. D. García
title Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
title_short Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
title_full Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
title_fullStr Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
title_full_unstemmed Aerosol optical depth retrievals at the Izaña Atmospheric Observatory from 1941 to 2013 by using artificial neural networks
title_sort aerosol optical depth retrievals at the izaña atmospheric observatory from 1941 to 2013 by using artificial neural networks
publisher Copernicus Publications
series Atmospheric Measurement Techniques
issn 1867-1381
1867-8548
publishDate 2016-01-01
description This paper presents the reconstruction of a 73-year time series of the aerosol optical depth (AOD) at 500 nm at the subtropical high-mountain Izaña Atmospheric Observatory (IZO) located in Tenerife (Canary Islands, Spain). For this purpose, we have combined AOD estimates from artificial neural networks (ANNs) from 1941 to 2001 and AOD measurements directly obtained with a Precision Filter Radiometer (PFR) between 2003 and 2013. The analysis is limited to summer months (July–August–September), when the largest aerosol load is observed at IZO (Saharan mineral dust particles). The ANN AOD time series has been comprehensively validated against coincident AOD measurements performed with a solar spectrometer Mark-I (1984–2009) and AERONET (AErosol RObotic NETwork) CIMEL photometers (2004–2009) at IZO, obtaining a rather good agreement on a daily basis: Pearson coefficient, <i>R</i>, of 0.97 between AERONET and ANN AOD, and 0.93 between Mark-I and ANN AOD estimates. In addition, we have analysed the long-term consistency between ANN AOD time series and long-term meteorological records identifying Saharan mineral dust events at IZO (synoptical observations and local wind records). Both analyses provide consistent results, with correlations  &gt;  85 %. Therefore, we can conclude that the reconstructed AOD time series captures well the AOD variations and dust-laden Saharan air mass outbreaks on short-term and long-term timescales and, thus, it is suitable to be used in climate analysis.
url http://www.atmos-meas-tech.net/9/53/2016/amt-9-53-2016.pdf
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