Articles | Volume 6, issue 1
https://doi.org/10.5194/esd-6-61-2015
https://doi.org/10.5194/esd-6-61-2015
Research article
 | 
27 Feb 2015
Research article |  | 27 Feb 2015

Large-scale atmospheric forcing and topographic modification of precipitation rates over High Asia – a neural-network-based approach

L. Gerlitz, O. Conrad, and J. Böhner

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Cited articles

Akhtar, M., Ahmad, N., and Booij, M. J.: The impact of climate change on the water resources of Hindukush–Karakorum–Himalaya region under different glacier coverage scenarios, J. Hydrol., 355, 148–163, https://doi.org/10.1016/j.jhydrol.2008.03.015, 2008.
Bao, X. and Zhang, F.: Evaluation of NCEP/CFSR, NCEP/NCAR, ERA-Interim and ERA-40 Reanalysis Datasets against Independent Sounding Observations over the Tibetan Plateau, J. Climate, 26, 206–214, https://doi.org/10.1175/JCLI-D-12-00056.1, 2012.
Barros, A. P., Joshi, M., Putkonen, J., and Burbank, D. W.: A study of the 1999 monsoon rainfall in a mountainous region in central Nepal using TRMM products and rain gauge observations, Geophys. Res. Lett., 27, 3683–3686, https://doi.org/10.1029/2000GL011827, 2000.
Barry, R. G.: Recent advances in mountain climate research, Theor. Appl. Climatol., 110, 549–553, https://doi.org/10.1007/s00704-012-0695-x, 2012.
Basheer, I. A. and Hajmeer, M.: Artificial neural networks: fundamentals, computing, design, and application, J. Microbiol. Meth., 43, 3–31, 2000.
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Short summary
In order to assess high-resolution precipitation fields for the Tibetan Plateau and the Himalayan Arc, a novel downscaling approach is presented which integrates traditional statistical downscaling and GIS-based terrain parameterization techniques. The approach enables a detailed analysis of the precipitation heterogeinity over the complex target area.
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