Articles | Volume 9, issue 1
https://doi.org/10.5194/amt-9-53-2016
https://doi.org/10.5194/amt-9-53-2016
Research article
 | 
15 Jan 2016
Research article |  | 15 Jan 2016

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

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, and A. M. de Frutos

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Cited articles

Ångström, A. K.: On the atmospheric transmission of sun radiation and on the dust in the air, Geogr. Ann., 12, 130–159, 1929.
Barreto, A., Cuevas, E., Pallé, P., Romero, P. M., Guirado, C., Wehrli, C. J., and Almansa, F.: Recovering long-term aerosol optical depth series (1976–2012) from an astronomical potassium-based resonance scattering spectrometer, Atmos. Meas. Tech., 7, 4103–4116, https://doi.org/10.5194/amt-7-4103-2014, 2014.
Beale, M. H., Hagan, M. T., and Demuth, H. B.: Neural Network Toolbox, User's Guide, The MathWorks Inc., Natick, MA, USA, 2014.
Cazorla, A., Olmo, F. J., and Alados-Arboledas, L.: Using a sky imager for aerosol characterization, Atmos. Environ., 42, 2739–2745, 2008.
Cerdeña, A., González, A., and Pérez, J. C.: Remote sensing of water cloud parameters using neural networks, J. Atmos. Ocean. Tech., 24, 52–63, https://doi.org/10.1175/JTECH1943.1, 2006.
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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.
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