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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

MODIS and global meteorology data . Remote Sens. Environ. , 114 , 1416 – 1431 . Zhang, C. , Dazlich D. A. , and Randall D. A. , 1999 : Simulations of soil moisture and surface water balance using the Simple Biosphere Model 2 . J. Meteor. Soc. Japan , 77 , 217 – 234 . Zhang, Y. , Rossow W. B. , Lacis A. A. , Oinas V. , and Mischenko M. I. , 2004 : Calculation of radiative fluxes from the surface to top of atmosphere based on ISCCP and other global data sets: Refinements of the

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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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