TY - JOUR
T1 - An evaluation of the statistical homogeneity of the Twentieth Century Reanalysis
AU - Ferguson, Craig R.
AU - Villarini, Gabriele
N1 - Funding Information:
We would like to thank Gilbert Compo and Prashant Sardeshmukh for valuable discussions on this topic. The lead author was supported by Japan Society for the Promotion of Science Postdoctoral Fellowship for Foreign Researchers P10379: Climate change and the potential acceleration of the hydrological cycle. The second author received financial support from the Iowa Flood Center, IIHR-Hydroscience & Engineering. Support for the Twentieth Century Reanalysis (20CR) Project dataset is provided by the U.S. Department of Energy, Office of Science Innovative and Novel Computational Impact on Theory and Experiment (DOE INCITE) program, and Office of Biological and Environmental Research (BER), and by the National Oceanic and Atmospheric Administration (NOAA) Climate Program Office. The 20CR version 2.0 and HadISST v1.1 data were obtained from the Research Data Archive (RDA; http://dss.ucar.edu ), which is maintained by the Computational and Information Systems Laboratory (CISL) at the National Center for Atmospheric Research (NCAR) and sponsored by the National Science Foundation (NSF). 20CR every-member data was obtained from the National Energy Research Scientific Computing Center (NERSC; http://portal.nersc.gov/project/20C_Reanalysis/ ). Chesley McColl provided the 20CR assimilated observation count dataset. HadSLP2 was obtained from the Met Office Hadley Centre for Climate Change ( www.metoffice.gov.uk/hadobs/hadslp2/ ). The CRU TS3.1 dataset was obtained in May 2011 from the British Atmospheric Data Centre (BADC; http://badc.nerc.ac.uk ). The GPCC v6 Full Data Reanalysis was obtained from the Deutscher Wetterdienst (DWD; gpcc.dwd.de), operated under the auspices of the World Meteorological Organization (WMO). The COBE SST dataset was obtained from the Japan Meteorological Agency Tokyo Climate Center ( http://ds.data.jma.go.jp/tcc/tcc/products/elnino/cobesst/cobe-sst.html ). ERSST v3b was obtained from the NOAA National Climate Data Center ( ftp://ftp.ncdc.noaa.gov/pub/data/cmb/ersst/v3b/netcdf ).
PY - 2014/6
Y1 - 2014/6
N2 - The Twentieth Century Reanalysis (20CR) holds the distinction of having the longest record length (140-year; 1871-2010) of any existing global atmospheric reanalysis. If the record can be shown to be homogenous, then it would be the first reanalysis suitable for long-term trend assessments, including those of the regional hydrologic cycle. On the other hand, if discontinuities exist, then their detection and attribution-either to artificial observational shocks or climate change-is critical to their proper treatment. Previous research suggested that the quintupling of 20CR's assimilated observation counts over the central United States was the primary cause of inhomogeneities for that region. The same work also revealed that, depending on the season, the complete record could be considered homogenous. In this study, we apply the Bai-Perron structural change point test to extend these analyses globally. A rigorous evaluation of 20CR's (in)homogeneity is performed, composed of detailed quantitative analyses on regional, seasonal, inter-variable, and intra-ensemble bases. The 20CR record is shown to be homogenous (natural) for 69 (89) years at 50 % of land grids, based on analysis of the July 2 m air temperature. On average 54 % (41 %) of the grids between 60°S and 60°N are free from artificial inhomogenetites in their February (July) time series. Of the more than 853,376 abrupt shifts detected in 26 variable fields over two monthly time series, approximately 72 % are non-climate in origin; 25 % exceed 1.8 standard deviations of the preceding time series. The knock-on effect of inhomogeneities in 20CR's boundary forcing and surface pressure data inputs to its surface analysis fields is implicated. In the future, reassessing these inhomogeneities will be imperative to achieving a more definitive attribution of 20CR's abrupt shifts.
AB - The Twentieth Century Reanalysis (20CR) holds the distinction of having the longest record length (140-year; 1871-2010) of any existing global atmospheric reanalysis. If the record can be shown to be homogenous, then it would be the first reanalysis suitable for long-term trend assessments, including those of the regional hydrologic cycle. On the other hand, if discontinuities exist, then their detection and attribution-either to artificial observational shocks or climate change-is critical to their proper treatment. Previous research suggested that the quintupling of 20CR's assimilated observation counts over the central United States was the primary cause of inhomogeneities for that region. The same work also revealed that, depending on the season, the complete record could be considered homogenous. In this study, we apply the Bai-Perron structural change point test to extend these analyses globally. A rigorous evaluation of 20CR's (in)homogeneity is performed, composed of detailed quantitative analyses on regional, seasonal, inter-variable, and intra-ensemble bases. The 20CR record is shown to be homogenous (natural) for 69 (89) years at 50 % of land grids, based on analysis of the July 2 m air temperature. On average 54 % (41 %) of the grids between 60°S and 60°N are free from artificial inhomogenetites in their February (July) time series. Of the more than 853,376 abrupt shifts detected in 26 variable fields over two monthly time series, approximately 72 % are non-climate in origin; 25 % exceed 1.8 standard deviations of the preceding time series. The knock-on effect of inhomogeneities in 20CR's boundary forcing and surface pressure data inputs to its surface analysis fields is implicated. In the future, reassessing these inhomogeneities will be imperative to achieving a more definitive attribution of 20CR's abrupt shifts.
KW - Change point detection
KW - Climate trend analysis
KW - Observational shocks
KW - Sparse data assimilation
KW - Twentieth Century Reanalysis
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U2 - 10.1007/s00382-013-1996-1
DO - 10.1007/s00382-013-1996-1
M3 - Article
AN - SCOPUS:84901985929
SN - 0930-7575
VL - 42
SP - 2841
EP - 2866
JO - Climate Dynamics
JF - Climate Dynamics
IS - 11-12
ER -