Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble

Mooney, P. A.; Broderick, C.; Bruyère, C. L.; Mulligan, F. J.; Prein, A. F.

doi:10.1175/JCLI-D-16-0851.1

Title: Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble

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Abstract

The diurnal cycle of precipitation during the summer season over the contiguous United States is examined in eight distinct regions. These were identified using cluster analysis applied to the diurnal cycle characteristics at 2141 rainfall gauges over the 10-yr period 1991–2000. Application of the clustering technique provides a physically meaningful way of identifying regions for comparison of model results with observations. The diurnal cycle for each region is specified in terms of 1) total precipitation, 2) frequency of precipitation occurrence, and 3) intensity of precipitation per occurrence on an hourly basis averaged over the 10-yr period. The amplitude and phase of each element of the diurnal cycle was obtained from harmonic analysis and has been compared with the results of a 24-member multiphysics ensemble of simulations produced by the Weather Research and Forecast (WRF) Model on a region-by-region basis. Three cumulus schemes, two radiation schemes, two microphysics schemes, and two planetary boundary layer schemes were included in the ensemble. Simulations of total precipitation showed reasonable agreement with observations in regions where the diurnal cycle is directly influenced by solar radiation, (e.g., the U.S. Southeast), but they were less successful in regions where other factors influence the diurnal cycle (e.g., themore »« less

Authors:

Mooney, P. A. ^[1]; Broderick, C. ^[2]; Bruyère, C. L. ^[1]; Mulligan, F. J. ^[3]; Prein, A. F. ^[1]

National Center for Atmospheric Research, Boulder, Colorado
Department of Geography, Maynooth University, Kildare, Ireland
Department of Experimental Physics, Maynooth University, Kildare, Ireland

Publication Date:: 2017-11-01

Sponsoring Org.:: USDOE

OSTI Identifier:: 1576699

Grant/Contract Number:: RFP2010UDW001-4802

Resource Type:: Published Article

Journal Name:: Journal of Climate

Additional Journal Information:: Journal Name: Journal of Climate Journal Volume: 30 Journal Issue: 22; Journal ID: ISSN 0894-8755

Publisher:: American Meteorological Society

Country of Publication:: United States

Language:: English

Citation Formats


                    Mooney, P. A., Broderick, C., Bruyère, C. L., Mulligan, F. J., and Prein, A. F.. Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble.  United States: N. p., 2017. 
Web.  doi:10.1175/JCLI-D-16-0851.1.

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                    Mooney, P. A., Broderick, C., Bruyère, C. L., Mulligan, F. J., & Prein, A. F.. Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble.  United States.  https://doi.org/10.1175/JCLI-D-16-0851.1

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                    Mooney, P. A., Broderick, C., Bruyère, C. L., Mulligan, F. J., and Prein, A. F.. Wed .  
"Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble".  United States.  https://doi.org/10.1175/JCLI-D-16-0851.1.

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@article{osti_1576699,

  title        = {Clustering of Observed Diurnal Cycles of Precipitation over the United States for Evaluation of a WRF Multiphysics Regional Climate Ensemble},

  author       = {Mooney, P. A. and Broderick, C. and Bruyère, C. L. and Mulligan, F. J. and Prein, A. F.},

  abstractNote = {The diurnal cycle of precipitation during the summer season over the contiguous United States is examined in eight distinct regions. These were identified using cluster analysis applied to the diurnal cycle characteristics at 2141 rainfall gauges over the 10-yr period 1991–2000. Application of the clustering technique provides a physically meaningful way of identifying regions for comparison of model results with observations. The diurnal cycle for each region is specified in terms of 1) total precipitation, 2) frequency of precipitation occurrence, and 3) intensity of precipitation per occurrence on an hourly basis averaged over the 10-yr period. The amplitude and phase of each element of the diurnal cycle was obtained from harmonic analysis and has been compared with the results of a 24-member multiphysics ensemble of simulations produced by the Weather Research and Forecast (WRF) Model on a region-by-region basis. Three cumulus schemes, two radiation schemes, two microphysics schemes, and two planetary boundary layer schemes were included in the ensemble. Simulations of total precipitation showed reasonable agreement with observations in regions where the diurnal cycle is directly influenced by solar radiation, (e.g., the U.S. Southeast), but they were less successful in regions where other factors influence the diurnal cycle (e.g., the central United States). The diurnal cycle of precipitation frequency and intensity showed substantial biases in the simulations of all eight regions, namely, overestimation of occurrences and underestimation of intensities. Simulations were sensitive to the cumulus and radiation schemes but were largely insensitive to either microphysics or planetary boundary layer schemes.},

  doi          = {10.1175/JCLI-D-16-0851.1},

  journal      = {Journal of Climate},

  number       = 22,

  volume       = 30,

  place        = {United States},

  year         = {2017},

  month        = {11}

}

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