Articles | Volume 9, issue 7
https://doi.org/10.5194/amt-9-2813-2016
https://doi.org/10.5194/amt-9-2813-2016
Research article
 | 
07 Jul 2016
Research article |  | 07 Jul 2016

Top-of-the-atmosphere shortwave flux estimation from satellite observations: an empirical neural network approach applied with data from the A-train constellation

Pawan Gupta, Joanna Joiner, Alexander Vasilkov, and Pawan K. Bhartia

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Cited articles

Acarreta, J. R., De Haan, J. F., and Stammes, P.: Cloud pressure retrieval using the O2-O2 absorption band at 477 nm, J. Geophys. Res., 109, D05204, https://doi.org/10.1029/2003JD003915, 2004.
Ahmad, Z., Bhartia, P. K., and Krotkov, N.: Spectral properties of backscattered UV radiation in cloudy atmospheres, J. Geophys. Res., 109, D01201, https://doi.org/10.1029/2003JD003395, 2004.
Al-Saadi, J., Carmichael, G., Crawford, J., Emmons, L., Song, C-K., Chang, L.-S., Lee G., Kim, J., Park, R.: NASA Contributions to KORUS-AQ: An International Cooperative Air Quality Field Study in Korea, NASA White Paper available at: https://goo.gl/VhssdX (last access: 3 May 2016), 2015.
Barkstrom, B. R.: The Earth radiation budget experiment (ERBE), B. Am. Meteorol. Soc., 65, 1110–1185, 1984.
Barkstrom, B. R. and Smith, G. L.: The Earth radiation budget experiment: Science and implementation, Rev. Geophys., 24, 379–390, 1986.
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Short summary
The A-train constellation of satellites provides a unique opportunity to analyze near-simultaneous data from several of these sensors. In this paper, retrievals of cloud/aerosols parameters and total column ozone (TCO) from the Aura Ozone Monitoring Instrument (OMI) have been used to develop a variety of neural networks that estimate TOA SWF globally over ocean and land using only OMI data as inputs. Application of our method to other ultraviolet sensors may provide unique estimates of TOA SWF.
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