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Volumn 71, Issue 9, 2014, Pages 3250-3268

Multivariate regression reconstruction and its sampling error for the quasi-global annual precipitation from 1900 to 2011

Author keywords

Error analysis; Interpolation schemes; Optimization; Principal components analysis; Regression analysis; Statistical techniques

Indexed keywords

ERROR ANALYSIS; ERRORS; NANOFLUIDICS; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; RAIN;

EID: 84906751698     PISSN: 00224928     EISSN: 15200469     Source Type: Journal    
DOI: 10.1175/JAS-D-13-0301.1     Document Type: Article
Times cited : (15)

References (38)
  • 1
    • 0842334547 scopus 로고    scopus 로고
    • The Version-2 Global Precipitation Climatology Project (GPCP) monthly precipitation analysis (1979-present)
    • doi:10.1175/1525-7541(2003)004,1147:TVGPCP.2.0.CO;2. Coauthors
    • Adler, R. F., and Coauthors, 2003: The Version-2 Global Precipitation Climatology Project (GPCP) monthly precipitation analysis (1979-present). J. Hydrometeor., 4, 1147-1167, doi:10.1175/1525-7541(2003)004,1147:TVGPCP.2.0.CO;2.
    • (2003) J. Hydrometeor. , vol.4 , pp. 1147-1167
    • Adler, R.F.1
  • 2
    • 84856153392 scopus 로고    scopus 로고
    • Estimating climatological bias errors for the Global Precipitation Climatology Project (GPCP)
    • doi:10.1175/ JAMC-D-11-052.1
    • Adler, R. F., G. Gu, and G. J. Huffman, 2012: Estimating climatological bias errors for the Global Precipitation Climatology Project (GPCP). J. Appl. Meteor. Climatol., 51, 84-99, doi:10.1175/ JAMC-D-11-052.1.
    • (2012) J. Appl. Meteor. Climatol. , vol.51 , pp. 84-99
    • Adler, R.F.1    Gu, G.2    Huffman, G.J.3
  • 3
    • 77958538481 scopus 로고    scopus 로고
    • The observed sensitivity of the global hydrological cycle to changes in surface temperature
    • doi:10.1088/1748-9326/5/3/035201
    • Arkin, P. A., T. M. Smith, M. R. P. Sapiano, and J. Janowiak, 2010: The observed sensitivity of the global hydrological cycle to changes in surface temperature. Environ. Res. Lett., 5, 035201, doi:10.1088/1748-9326/5/3/035201.
    • (2010) Environ. Res. Lett. , vol.5 , pp. 035201
    • Arkin, P.A.1    Smith, T.M.2    Sapiano, M.R.P.3    Janowiak, J.4
  • 4
    • 57649146472 scopus 로고    scopus 로고
    • Evaluation of global precipitation in reanalyses
    • doi:10.1175/2008JAMC1921.1
    • Bosilovich, M. G., J. Chen, F. R. Robertson, and R. F. Adler, 2008: Evaluation of global precipitation in reanalyses. J. Appl. Meteor. Climatol., 47, 2279-2299, doi:10.1175/2008JAMC1921.1.
    • (2008) J. Appl. Meteor. Climatol. , vol.47 , pp. 2279-2299
    • Bosilovich, M.G.1    Chen, J.2    Robertson, F.R.3    Adler, R.F.4
  • 5
    • 84906753597 scopus 로고    scopus 로고
    • CPC, cited a:ElNiño related global temperature and precipitation patterns
    • CPC, cited 2013a:ElNiño related global temperature and precipitation patterns. [Available online at http://www.cpc.ncep.noaa.gov/ products/analysis_monitoring/ensocycle/elninosfc.shtml.]
    • (2013)
  • 6
    • 84906753592 scopus 로고    scopus 로고
    • CPC, cited b: Historical El Niño/La Niña episodes (1950- present)
    • CPC, cited 2013b: Historical El Niño/La Niña episodes (1950- present). [Available online at http://www.cpc.ncep.noaa.gov/ products/analysis_monitoring/ensostuff/ensoyears.shtml.]
    • (2013)
  • 7
    • 1642562745 scopus 로고    scopus 로고
    • Evolution of El Niño-precipitation relationships from satellites and gauges
    • doi:10.1029/2002JD002690
    • Curtis, S., and R. F. Adler, 2003: Evolution of El Niño-precipitation relationships from satellites and gauges. J. Geophys. Res., 108, 4153, doi:10.1029/2002JD002690.
    • (2003) J. Geophys. Res. , vol.108 , pp. 4153
    • Curtis, S.1    Adler, R.F.2
  • 8
    • 0034352901 scopus 로고    scopus 로고
    • Global patterns of ENSOinduced precipitation
    • doi:10.1029/1999GL011140
    • Dai, A., and T. M. L. Wigley, 2000: Global patterns of ENSOinduced precipitation. Geophys. Res. Lett., 27, 1283-1286, doi:10.1029/1999GL011140
    • (2000) Geophys. Res. Lett. , vol.27 , pp. 1283-1286
    • Dai, A.1    Wigley, T.M.L.2
  • 9
    • 77956091346 scopus 로고    scopus 로고
    • Comparing variability and trends in observed and modelled global-mean surface temperature
    • doi:10.1029/ 2010GL044255
    • Fyfe, J. C., N. P. Gillett, and D. W. J. Thompson, 2010: Comparing variability and trends in observed and modelled global-mean surface temperature. Geophys. Res. Lett., 37, L16802, doi:10.1029/ 2010GL044255.
    • (2010) Geophys. Res. Lett. , vol.37
    • Fyfe, J.C.1    Gillett, N.P.2    Thompson, D.W.J.3
  • 10
    • 79951926963 scopus 로고    scopus 로고
    • El Niño variability in simple ocean data assimilation (SODA), 1871-2008
    • doi:10.1029/2010JC006695
    • Giese, B. S., and S. Ray, 2011: El Niño variability in simple ocean data assimilation (SODA), 1871-2008. J. Geophys. Res., 116, C02024, doi:10.1029/2010JC006695.
    • (2011) J. Geophys. Res. , vol.116
    • Giese, B.S.1    Ray, S.2
  • 11
    • 0003675176 scopus 로고    scopus 로고
    • Applied Multivariate Statistical Analysis. 6th ed
    • Johnson, R. A., and D. W. Wichern, 2007: Applied Multivariate Statistical Analysis. 6th ed. Pearson Prentice Hall, 773 pp.
    • (2007) Pearson Prentice Hall , pp. 773
    • Johnson, R.A.1    Wichern, D.W.2
  • 12
    • 84862837581 scopus 로고    scopus 로고
    • Attribution of the summer warming since 1970s in Indian Ocean Basin to the interdecadal change in the seasonal timing of El Niño decay phase
    • doi:10.1029/2012GL052150
    • Li, Q., R.-C. Ren, M. Cai, and G. X. Wu, 2012: Attribution of the summer warming since 1970s in Indian Ocean Basin to the interdecadal change in the seasonal timing of El Niño decay phase. Geophys. Res. Lett., 39, L12702, doi:10.1029/2012GL052150.
    • (2012) Geophys. Res. Lett. , vol.39
    • Li, Q.1    Ren, R.-C.2    Cai, M.3    Wu, G.X.4
  • 13
    • 84906725720 scopus 로고    scopus 로고
    • DOF and Information Criteria Calculations for the United States Temperature and Precipitation Data
    • M.S. thesis, Dept. of Mathematics and Statistics, San Diego State University
    • Michaelis, K. D., 2013: DOF and Information Criteria Calculations for the United States Temperature and Precipitation Data. M.S. thesis, Dept. of Mathematics and Statistics, San Diego State University, 64 pp.
    • (2013) , pp. 64
    • Michaelis, K.D.1
  • 14
    • 0001313431 scopus 로고
    • Sampling errors in the estimation of empirical orthogonal functions
    • doi:10.1175/ 1520-0493(1982) 110 0699:SEITEO. 2. 0. CO;2
    • North, G. R., T. L. Bell, R. F. Cahalan, and F. J. Moeng, 1982: Sampling errors in the estimation of empirical orthogonal functions. Mon. Wea. Rev., 110, 699-706, doi:10.1175/ 1520-0493(1982)110,0699:SEITEO.2.0.CO;2.
    • (1982) Mon. Wea. Rev. , vol.110 , pp. 699-706
    • North, G.R.1    Bell, T.L.2    Cahalan, R.F.3    Moeng, F.J.4
  • 15
    • 84880874992 scopus 로고    scopus 로고
    • Global precipitation trends in 1900-2005 from a reconstruction and coupled model simulations
    • doi:10.1002/jgrd.50212
    • Ren, L., T. M. Smith, P. A. Arkin, and S. S. P. Shen, 2013: Global precipitation trends in 1900-2005 from a reconstruction and coupled model simulations. J. Geophys. Res. Atmos., 118, 1679-1689, doi:10.1002/jgrd.50212.
    • (2013) J. Geophys. Res. Atmos. , vol.118 , pp. 1679-1689
    • Ren, L.1    Smith, T.M.2    Arkin, P.A.3    Shen, S.S.P.4
  • 16
    • 0000082536 scopus 로고
    • Precipitation patterns associated with the high index phase of the SouthernOscillation
    • doi:10.1175/1520-0442(1989) 002 0268: PPAWTH. 2. 0. CO;2
    • Ropelewski, C. F., and M. S. Halpert, 1989: Precipitation patterns associated with the high index phase of the SouthernOscillation. J. Climate, 2, 268-284, doi:10.1175/1520-0442(1989)002,0268: PPAWTH.2.0.CO;2.
    • (1989) J. Climate , vol.2 , pp. 268-284
    • Ropelewski, C.F.1    Halpert, M.S.2
  • 17
    • 0030437343 scopus 로고    scopus 로고
    • Quantifying Southern Oscillation-precipitation relationships
    • doi:10.1175/ 1520-0442(1996)009,1043:QSOPR. 2. 0. CO;2
    • Ropelewski, C. F., and M. S. Halpert, 1996: Quantifying Southern Oscillation-precipitation relationships. J. Climate, 9, 1043-1059, doi:10.1175/ 1520-0442(1996)009,1043:QSOPR.2.0.CO;2.
    • (1996) J. Climate , vol.9 , pp. 1043-1059
    • Ropelewski, C.F.1    Halpert, M.S.2
  • 18
    • 34848924346 scopus 로고    scopus 로고
    • Identification of human-induced changes in atmospheric moisture content
    • doi:10.1073/pnas.0702872104 Coauthors
    • Santer, B. D., and Coauthors, 2007: Identification of human-induced changes in atmospheric moisture content. Proc. Natl. Acad. Sci. USA, 104, 15 248-15 253, doi:10.1073/pnas.0702872104.
    • (2007) Proc. Natl. Acad. Sci. USA , vol.104 , pp. 15248-15253
    • Santer, B.D.1
  • 19
    • 58849094020 scopus 로고    scopus 로고
    • A new merged analysis of precipitation utilizing satellite and reanalysis data
    • doi:10.1029/ 2008JD010310
    • Sapiano, M. R. P., T. M. Smith, and P. A. Arkin, 2008: A new merged analysis of precipitation utilizing satellite and reanalysis data. J. Geophys. Res., 113, D22103, doi:10.1029/ 2008JD010310.
    • (2008) J. Geophys. Res. , vol.113
    • Sapiano, M.R.P.1    Smith, T.M.2    Arkin, P.A.3
  • 20
    • 0034670340 scopus 로고    scopus 로고
    • Changes of probability associated with El Niño
    • doi:10.1175/1520-0442(2000)013,4268:COPAWE. 2. 0. CO;2
    • Sardeshmukh, P. D., G. P. Compo, and C. Penland, 2000: Changes of probability associated with El Niño. J. Climate, 13, 4268-4286, doi:10.1175/1520-0442(2000)013,4268:COPAWE.2.0.CO;2.
    • (2000) J. Climate , vol.13 , pp. 4268-4286
    • Sardeshmukh, P.D.1    Compo, G.P.2    Penland, C.3
  • 21
    • 0028600464 scopus 로고
    • Spectral approach to optimal estimation of the global average temperature
    • doi:10.1175/1520-0442(1994)007,1999: SATOEO. 2. 0. CO;2
    • Shen, S. S. P., G. R. North, and K.-Y. Kim, 1994: Spectral approach to optimal estimation of the global average temperature. J. Climate, 7, 1999-2007, doi:10.1175/1520-0442(1994)007,1999: SATOEO.2.0.CO;2.
    • (1994) J. Climate , vol.7 , pp. 1999-2007
    • Shen, S.S.P.1    North, G.R.2    Kim, K.-Y.3
  • 22
    • 0032454208 scopus 로고    scopus 로고
    • An optimal regional averaging method with error estimates and a test using tropical Pacific SST data
    • doi:10.1175/1520-0442(1998)011,2340:AORAMW. 2. 0. CO;2
    • Shen, S. S. P., T. M. Smith, C. F. Ropelewski, and R. E. Livezey, 1998: An optimal regional averaging method with error estimates and a test using tropical Pacific SST data. J. Climate, 11, 2340-2350, doi:10.1175/1520-0442(1998)011,2340:AORAMW.2.0.CO;2.
    • (1998) J. Climate , vol.11 , pp. 2340-2350
    • Shen, S.S.P.1    Smith, T.M.2    Ropelewski, C.F.3    Livezey, R.E.4
  • 23
    • 0011098778 scopus 로고    scopus 로고
    • A canonical ensemble correlation prediction model for seasonal precipitation anomaly
    • NASA Tech. Memo. NASA/TM-2001-209989
    • Shen, S. S. P., W. K. M. Lau, K.-M. Kim, and G. Li, 2001: A canonical ensemble correlation prediction model for seasonal precipitation anomaly. NASA Tech. Memo. NASA/TM-2001-209989, 53 pp.
    • (2001) , pp. 53
    • Shen, S.S.P.1    Lau, W.K.M.2    Kim, K.-M.3    Li, G.4
  • 24
    • 1942454840 scopus 로고    scopus 로고
    • Prediction of sea surface temperature from the global historical climatology network data
    • doi:10.1002/env.638
    • Shen, S. S. P., A. N. Basist, G. Li, C. Williams, and T. R. Karl, 2004: Prediction of sea surface temperature from the global historical climatology network data. Environmetrics, 15, 233-249, doi:10.1002/env.638.
    • (2004) Environmetrics , vol.15 , pp. 233-249
    • Shen, S.S.P.1    Basist, A.N.2    Li, G.3    Williams, C.4    Karl, T.R.5
  • 25
    • 34250614231 scopus 로고    scopus 로고
    • An estimate of the sampling error variance of the gridded GHCN monthly surface air temperature data
    • doi:10.1175/ JCLI4121.1
    • Shen, S. S. P., H. Yin, and T. M. Smith, 2007: An estimate of the sampling error variance of the gridded GHCN monthly surface air temperature data. J. Climate, 20, 2321-2331, doi:10.1175/ JCLI4121.1.
    • (2007) J. Climate , vol.20 , pp. 2321-2331
    • Shen, S.S.P.1    Yin, H.2    Smith, T.M.3
  • 26
    • 84865161955 scopus 로고    scopus 로고
    • Uncertainties, trends, and hottest and coldest years of U S. surface air temperature since1895: An update based on the USHCN V2 TOB data.
    • doi:10.1175/JCLI-D-11-00102.1
    • Shen, S. S. P., C. K. Lee, and J. Lawrimore, 2012: Uncertainties, trends, and hottest and coldest years of U.S. surface air temperature since1895: An update based on the USHCN V2 TOB data. J. Climate, 25, 4185-4203, doi:10.1175/JCLI-D-11-00102.1.
    • (2012) J. Climate , vol.25 , pp. 4185-4203
    • Shen, S.S.P.1    Lee, C.K.2    Lawrimore, J.3
  • 27
    • 0000050289 scopus 로고
    • A proposed Tropical Rainfall Measuring Mission (TRMM) satellite
    • doi:10.1175/1520-0477(1988)069,0278: APTRMM. 2. 0. CO;2
    • Simpson, J., R. F. Adler, andG.R. North, 1988: A proposed Tropical Rainfall Measuring Mission (TRMM) satellite. Bull. Amer. Meteor. Soc., 69, 278-295, doi:10.1175/1520-0477(1988)069,0278: APTRMM.2.0.CO;2.
    • (1988) Bull. Amer. Meteor. Soc. , vol.69 , pp. 278-295
    • Simpson, J.1    Adler, R.F.2    North, G.R.3
  • 28
    • 21844474900 scopus 로고    scopus 로고
    • A global merged land- air-sea surface temperature reconstruction based on historical observations
    • doi:10.1175/JCLI3362.1.(1880-1997)
    • Smith, T. M., and R. W. Reynolds, 2005: A global merged land- air-sea surface temperature reconstruction based on historical observations (1880-1997). J. Climate, 18, 2021-2036, doi:10.1175/JCLI3362.1.
    • (2005) J. Climate , vol.18 , pp. 2021-2036
    • Smith, T.M.1    Reynolds, R.W.2
  • 29
    • 0030485372 scopus 로고    scopus 로고
    • Reconstruction of historical sea surface temperatures using empirical orthogonal functions
    • doi:10.1175/ 1520-0442(1996)009,1403:ROHSST. 2. 0. CO;2
    • Smith, T. M., R. W. Reynolds, R. E. Livezey, and D. C. Stokes, 1996: Reconstruction of historical sea surface temperatures using empirical orthogonal functions. J. Climate, 9, 1403-1420, doi:10.1175/ 1520-0442(1996)009,1403:ROHSST.2.0.CO;2.
    • (1996) J. Climate , vol.9 , pp. 1403-1420
    • Smith, T.M.1    Reynolds, R.W.2    Livezey, R.E.3    Stokes, D.C.4
  • 30
    • 0000443512 scopus 로고    scopus 로고
    • An improved method for analyzing sparse and irregularly distributed SST data on a regular grid: The tropical Pacific Ocean
    • doi:10.1175/1520-0442(1998)011,1717: AIMFAS. 2. 0. CO;2
    • Smith, T. M., R. E. Livezey, and S. S. P. Shen, 1998: An improved method for analyzing sparse and irregularly distributed SST data on a regular grid: The tropical Pacific Ocean. J. Climate, 11, 1717-1729, doi:10.1175/1520-0442(1998)011,1717: AIMFAS.2.0.CO;2.
    • (1998) J. Climate , vol.11 , pp. 1717-1729
    • Smith, T.M.1    Livezey, R.E.2    Shen, S.S.P.3
  • 31
    • 45349109008 scopus 로고    scopus 로고
    • Improvements to NOAA's historical merged land-ocean surface temperature analysis
    • doi:10.1175/2007JCLI2100.1.(1880-2006)
    • Smith, T. M., R. W. Reynolds, T. C. Peterson, and J. Lawrimore, 2008a: Improvements to NOAA's historical merged land-ocean surface temperature analysis (1880-2006). J. Climate, 21, 2283-2296, doi:10.1175/2007JCLI2100.1.
    • (2008) J. Climate , vol.21 , pp. 2283-2296
    • Smith, T.M.1    Reynolds, R.W.2    Peterson, T.C.3    Lawrimore, J.4
  • 32
    • 56349091964 scopus 로고    scopus 로고
    • Historical reconstruction of monthly oceanic precipitation
    • doi:10.1029/2008JD009851 (1900-2006)
    • Smith, T. M., M. R. P. Sapiano, and P. A. Arkin, 2008b: Historical reconstruction of monthly oceanic precipitation (1900-2006). J. Geophys. Res., 113, D17115, doi:10.1029/2008JD009851.
    • (2008) J. Geophys. Res. , vol.113
    • Smith, T.M.1    Sapiano, M.R.P.2    Arkin, P.A.3
  • 33
    • 84871891801 scopus 로고    scopus 로고
    • Improved reconstruction of global precipitation since 1900
    • doi:10.1175/JTECH-D-12-00001.1
    • Smith, T. M., P. A. Arkin, L. Ren, and S. S. P. Shen, 2012: Improved reconstruction of global precipitation since 1900. J. Atmos. Oceanic Technol., 29, 1505-1517, doi:10.1175/JTECH-D-12-00001.1.
    • (2012) J. Atmos. Oceanic Technol. , vol.29 , pp. 1505-1517
    • Smith, T.M.1    Arkin, P.A.2    Ren, L.3    Shen, S.S.P.4
  • 34
    • 84880735353 scopus 로고    scopus 로고
    • Estimating monthly precipitation reconstruction uncertainty beginning in 1900
    • doi:10.1175/ JTECH-D-12-00197.1
    • Smith, T. M., S. S. P. Shen, L. Ren, and P. A. Arkin, 2013: Estimating monthly precipitation reconstruction uncertainty beginning in 1900. J. Atmos. Oceanic Technol., 30, 1107-1122, doi:10.1175/ JTECH-D-12-00197.1.
    • (2013) J. Atmos. Oceanic Technol. , vol.30 , pp. 1107-1122
    • Smith, T.M.1    Shen, S.S.P.2    Ren, L.3    Arkin, P.A.4
  • 36
    • 0036646009 scopus 로고    scopus 로고
    • Ensemble data assimilation without perturbed observations
    • doi:10.1175/1520-0493(2002)130,1913:EDAWPO. 2. 0. CO;2
    • Whitaker, J. S., and T. M. Hamill, 2006: Ensemble data assimilation without perturbed observations.Mon. Wea. Rev., 130, 1913-1924, doi:10.1175/1520-0493(2002)130,1913:EDAWPO.2.0.CO;2.
    • (2006) Mon. Wea. Rev. , vol.130 , pp. 1913-1924
    • Whitaker, J.S.1    Hamill, T.M.2
  • 37
    • 0003632941 scopus 로고    scopus 로고
    • Statistical Methods in the Atmospheric Sciences
    • 2nd ed. Elsevier
    • Wilks, D. S., 2006: Statistical Methods in the Atmospheric Sciences. 2nd ed. Elsevier, 627 pp.
    • (2006) , pp. 627
    • Wilks, D.S.1
  • 38
    • 0031403103 scopus 로고    scopus 로고
    • Global precipitation: A 17-year monthly analysis based on gauge observations, satellite estimates, and numerical model outputs
    • doi:10.1175/1520-0477(1997)078,2539: GPAYMA.2.0.CO;2
    • Xie, P., and P. A. Arkin, 1997: Global precipitation: A 17-year monthly analysis based on gauge observations, satellite estimates, and numerical model outputs. Bull. Amer. Meteor. Soc., 78, 2539-2558, doi:10.1175/1520-0477(1997)078,2539: GPAYMA.2.0.CO;2.
    • (1997) Bull. Amer. Meteor. Soc. , vol.78 , pp. 2539-2558
    • Xie, P.1    Arkin, P.A.2


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