An Evaluation of Rainfall Frequency and Intensity over the Australian Region in a Global Climate Model

Abstract Observed regional rainfall characteristics can be analyzed by examining both the frequency and intensity of different categories of rainfall. A complementary approach is to consider rainfall characteristics associated with regional synoptic regimes. These two approaches are combined here to examine daily rainfall characteristics over the Australian region, providing a target for model simulations. Using gridded daily rainfall data for the period 1997–2007, rainfall at each grid point and averaged over several sites is decomposed into the frequency of rainfall events and the intensity of rainfall associated with each event. Daily sea level pressure is classified using a self-organizing map, and rainfall on corresponding days is assigned to the resulting synoptic regimes. This technique is then used to evaluate rainfall in the new Australian Community Climate and Earth-System Simulator (ACCESS) global climate model and separate the influence of large-scale circulation errors and errors due to the r...

[1]  Neville Nicholls,et al.  A new daily pressure dataset for Australia and its application to the assessment of changes in synoptic patterns during the last century , 2010 .

[2]  Anthony J. Richardson,et al.  Using self-organizing maps to identify patterns in satellite imagery , 2003 .

[3]  Joel Finnis,et al.  Synoptic Forcing of Precipitation over Greenland: Climatology for 1961–99 , 2009 .

[4]  D. Randall,et al.  Climate models and their evaluation , 2007 .

[5]  B. Hewitson,et al.  Self-organizing maps: applications to synoptic climatology , 2002 .

[6]  R. Reynolds,et al.  The NCEP/NCAR 40-Year Reanalysis Project , 1996, Renewable Energy.

[7]  Petteri Uotila,et al.  Changes in Antarctic net precipitation in the 21st century based on Intergovernmental Panel on Climate Change (IPCC) model scenarios , 2007 .

[8]  S. Solomon,et al.  How Often Does It Rain , 2006 .

[9]  Cyril J. Morcrette,et al.  PC2: A prognostic cloud fraction and condensation scheme. I: Scheme description , 2008 .

[10]  P. Hope,et al.  Projected future changes in synoptic systems influencing southwest Western Australia , 2006 .

[11]  Tereza Cavazos Using Self-Organizing Maps to Investigate Extreme Climate Events: An Application to Wintertime Precipitation in the Balkans , 2000 .

[12]  G. Meyers,et al.  Characteristics and variability of synoptic features associated with cool season rainfall in southeastern Australia , 2009 .

[13]  Neville Nicholls,et al.  Shifts in the synoptic systems influencing southwest Western Australia , 2006 .

[14]  M. V. Velzen,et al.  Self-organizing maps , 2007 .

[15]  G. Meyers,et al.  The Synoptic Decomposition of Cool-Season Rainfall in the Southeastern Australian Cropping Region , 2006 .

[16]  Teuvo Kohonen,et al.  Self-Organizing Maps, Third Edition , 2001, Springer Series in Information Sciences.

[17]  Neville Nicholls,et al.  Synoptic influences on seasonal, interannual and decadal temperature variations in Melbourne, Australia , 2009 .

[18]  K. Trenberth,et al.  The changing character of precipitation , 2003 .

[19]  A. Dai Precipitation Characteristics in Eighteen Coupled Climate Models , 2006 .

[20]  Sylvie Thiria,et al.  Detecting decadal changes in ENSO using neural networks , 2006 .

[21]  W. Tennant An Assessment of Intraseasonal Variability from 13-Yr GCM Simulations , 2003 .

[22]  Sébastien Masson,et al.  Tropical Indian Ocean variability revealed by self-organizing maps , 2008 .

[23]  J. Janowiak,et al.  The Version 2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979-Present) , 2003 .

[24]  V Pope,et al.  The Met Office Hadley Centre climate modelling capability: the competing requirements for improved resolution, complexity and dealing with uncertainty , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[25]  J. Susskind,et al.  Global Precipitation at One-Degree Daily Resolution from Multisatellite Observations , 2001 .