Articles | Volume 20, issue 6
https://doi.org/10.5194/acp-20-3439-2020
https://doi.org/10.5194/acp-20-3439-2020
Research article
 | 
24 Mar 2020
Research article |  | 24 Mar 2020

Characterization of the radiative impact of aerosols on CO2 and energy fluxes in the Amazon deforestation arch using artificial neural networks

Renato Kerches Braghiere, Marcia Akemi Yamasoe, Nilton Manuel Évora do Rosário, Humberto Ribeiro da Rocha, José de Souza Nogueira, and Alessandro Carioca de Araújo

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Cited articles

Araújo Junior, G. J. L. D. de, Pereira, J. A. R., Silva, T. M. V. da, Mafra, H., Brass, J. A., Lockwood, R. N., Higgins, R. G., and Riggan, P. J.: Utilização do sensor AIRDAS (Airborne Infrared Disaster Assessment System) no monitoramento de desflorestamentos no norte do Estado do Mato Grosso – Brasil, in: Simpósio Brasileiro de Sensoriamento Remoto, 9 (SBSR), edited by: Krug, T., Rudorff, B. F. T., and de Freitas, U. M., 1433–1442, INPE, São José dos Campos, 1998. 
Bayram, S., Ocal, M. E., Laptali Oral, E., and Atis, C. D.: Comparison of multi layer perceptron (MLP) and radial basis function (RBF) for construction cost estimation: the case of Turkey, J. Civ. Eng. Manag., 22, 480–490, https://doi.org/10.3846/13923730.2014.897988, 2016. 
Black, K., Davis, P., Lynch, P., Jones, M., McGettigan, M., and Osborne, B.: Long-term trends in solar irradiance in Ireland and their potential effects on gross primary productivity, Agr. Forest Meteorol., 141, 118–132, https://doi.org/10.1016/j.agrformet.2006.09.005, 2006. 
Borma, L. S., da Rocha, H. R., Cabral, O. M., von Randow, C., Collicchio, E., Kurzatkowski, D., Brugger, P. J., Freitas, H., Tannus, R., Oliveira, L., Rennó, C. D., and Artaxo, P.: Atmosphere and hydrological controls of the evapotranspiration over a floodplain forest in the Bananal Island region, Amazonia, J. Geophys. Res., 114, G01003, https://doi.org/10.1029/2007JG000641, 2009. 
Bosveld, F. C. and Beljaars, A. C. M.: The impact of sampling rate on eddy-covariance flux estimates, Agr. Forest Meteorol., 109, 39–45, https://doi.org/10.1016/S0168-1923(01)00257-X, 2001. 
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Short summary
We evaluate how the interaction of smoke with sun light impacts the exchange of energy and mass between vegetation and the atmosphere using a machine learning technique. We found an effect of the smoke on CO2, energy, and water fluxes, linking the effects of smoke with temperature, humidity, and winds. CO2 exchange increased by up to 55 % in the presence of smoke. A decrease of 12 % was observed for a site with simpler vegetation. Energy fluxes were negatively impacted for all study sites.
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