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Veljko Petković, Marko Orescanin, Pierre Kirstetter, Christian Kummerow, and Ralph Ferraro

these projects have a valuable role in GPM mission, they do not provide a solution for accurate estimate of precipitation type from PMW observations. Apart from the fact that retrieving the precipitation type was not their primary goal, the lack of prediction skill in convective fraction likely comes from the insufficient depth of these models. With a recent increased reliance on graphical processing units (GPUs) for brute-force computations, NNs can be allowed to search for deeper, multidimensional

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S. Joseph Munchak, Robert Meneghini, Mircea Grecu, and William S. Olson

.1145133 . Elsaesser, G. S. , and Kummerow C. D. , 2008 : Toward a fully parametric retrieval of the nonraining parameters over the global oceans . J. Appl. Meteor. Climatol. , 47 , 1599 – 1618 , doi: 10.1175/2007JAMC1712.1 . Evensen, G. , 2006 : Data Assimilation: The Ensemble Kalman Filter . Springer, 280 pp . Fernandez, D. E. , Carswell J. R. , Frasier S. , Chang P. S. , Black P. G. , and Marks F. D. , 2006 : Dual-polarized C- and Ku-band ocean backscatter response to hurricane-force

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