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Dai Matsushima, Reiji Kimura, and Masato Shinoda

: Estimation of solar radiation using a neural network based on radiative transfer . J. Geophys. Res. , 116 , D08215 , doi:10.1029/2009JD013337 . van de Griend, A. A. , Camillo P. J. , and Gurney R. J. , 1985 : Discrimination of soil physical parameters, thermal inertia, and soil moisture from diurnal surface temperature fluctuations . Water Resour. Res. , 21 , 997 – 1009 . Verhoef, A. , 2004 : Remote estimation of thermal inertia and soil heat flux for bare soil . Agric. For. Meteor

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Paul A. Dirmeyer

radiative transfer model and the input data . J. Geophys. Res. , 109 , D19105 , doi:10.1029/2003JD004457 . Zhao, M. , and Dirmeyer P. , 2003 : Production and analysis of GSWP-2 near-surface meteorology data sets . COLA Tech. Rep. 159, 22 pp. [Available from the Center for Ocean–Land–Atmosphere Studies, 4041 Powder Mill Road, Suite 302, Calverton, MD 20705.] Zreda, M. , Desilets D. , Ferré T. P. A. , and Scott R. L. , 2008 : Measuring soil moisture content non-invasively at

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Sante Laviola, Agata Moscatello, Mario Marcello Miglietta, Elsa Cattani, and Vincenzo Levizzani

finer grids) 1 ; 3) the Rapid Radiative Transfer Model (RRTM) for longwave radiation ( Mlawer et al. 1997 ); 4) the Dudhia (1989) scheme for the shortwave radiation; 5) the Yonsei University (YSU) scheme for the boundary layer ( Hong and Pan 1996 ); 6) the surface layer parameterization based on the stability functions of Paulson (1970) , Dyer and Hicks (1970) , and Webb (1970) ; and 7) a five-layer thermal diffusion soil scheme ( Skamarock et al. 2005 ). 3. Synoptic analysis and rainfall

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