Trends in Intense Precipitation in the Climate Record

Pavel Ya Groisman University Corporation for Atmospheric Research, Boulder, Colorado, and NOAA/National Climate Data Center, Asheville, North Carolina

Search for other papers by Pavel Ya Groisman in
Current site
Google Scholar
PubMed
Close
,
Richard W. Knight University of North Carolina at Asheville, Asheville, North Carolina

Search for other papers by Richard W. Knight in
Current site
Google Scholar
PubMed
Close
,
David R. Easterling NOAA/National Climatic Data Center, Asheville, North Carolina

Search for other papers by David R. Easterling in
Current site
Google Scholar
PubMed
Close
,
Thomas R. Karl NOAA/National Climatic Data Center, Asheville, North Carolina

Search for other papers by Thomas R. Karl in
Current site
Google Scholar
PubMed
Close
,
Gabriele C. Hegerl Nicholas School of the Environment and Earth Sciences, Duke University, Durham, North Carolina

Search for other papers by Gabriele C. Hegerl in
Current site
Google Scholar
PubMed
Close
, and
Vyacheslav N. Razuvaev Russian Institute for Hydrometeorological Information, Obninsk, Russia

Search for other papers by Vyacheslav N. Razuvaev in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

Observed changes in intense precipitation (e.g., the frequency of very heavy precipitation or the upper 0.3% of daily precipitation events) have been analyzed for over half of the land area of the globe. These changes have been linked to changes in intense precipitation for three transient climate model simulations, all with greenhouse gas concentrations increasing during the twentieth and twenty-first centuries and doubling in the later part of the twenty-first century. It was found that both the empirical evidence from the period of instrumental observations and model projections of a greenhouse-enriched atmosphere indicate an increasing probability of intense precipitation events for many extratropical regions including the United States. Although there can be ambiguity as to the impact of more frequent heavy precipitation events, the thresholds of the definitions of these events were raised here, such that they are likely to be disruptive. Unfortunately, reliable assertions of very heavy and extreme precipitation changes are possible only for regions with dense networks due to the small radius of correlation for many intense precipitation events.

Corresponding author address: Pavel Ya. Groisman, UCAR Project Scientist at NCDC, National Climatic Data Center, Federal Building, 151 Patton Avenue, Asheville, NC 28801. Email: Pasha.Groisman@noaa.gov

Abstract

Observed changes in intense precipitation (e.g., the frequency of very heavy precipitation or the upper 0.3% of daily precipitation events) have been analyzed for over half of the land area of the globe. These changes have been linked to changes in intense precipitation for three transient climate model simulations, all with greenhouse gas concentrations increasing during the twentieth and twenty-first centuries and doubling in the later part of the twenty-first century. It was found that both the empirical evidence from the period of instrumental observations and model projections of a greenhouse-enriched atmosphere indicate an increasing probability of intense precipitation events for many extratropical regions including the United States. Although there can be ambiguity as to the impact of more frequent heavy precipitation events, the thresholds of the definitions of these events were raised here, such that they are likely to be disruptive. Unfortunately, reliable assertions of very heavy and extreme precipitation changes are possible only for regions with dense networks due to the small radius of correlation for many intense precipitation events.

Corresponding author address: Pavel Ya. Groisman, UCAR Project Scientist at NCDC, National Climatic Data Center, Federal Building, 151 Patton Avenue, Asheville, NC 28801. Email: Pasha.Groisman@noaa.gov

Save
  • Allen, M. R., and W. J. Ingram, 2002: Constraints on future changes in climate and the hydrological cycle. Nature, 419 , 224232.

  • Alpert, P., and Coauthors, 2002: The paradoxical increase of Mediterranean extreme daily rainfall in spite of decrease in total values. Geophys. Res. Lett., 29 .1536, doi:10.1029/2001GL013554.

    • Search Google Scholar
    • Export Citation
  • Arctic Climate Impact Assessment (ACIA), 2004: Impacts of a Warming Arctic. Cambridge University Press, 144 pp.

  • Bengtsson, L., 2001: Uncertainties of global climate predictions. Global Biogeochemical Cycles in the Climate System, E.-D. Schultze, Ed., Academic Press, 15–30.

    • Search Google Scholar
    • Export Citation
  • Boer, G. J., G. M. Flato, M. C. Reader, and D. Ramsden, 2000a: A transient climate change simulation with greenhouse gas and aerosol forcing: Experimental design and comparison with the instrumental record for the 20th century. Climate Dyn., 16 , 405425.

    • Search Google Scholar
    • Export Citation
  • Boer, G. J., G. M. Flato, and D. Ramsden, 2000b: A transient climate change simulation with greenhouse gas and aerosol forcing: Projected climate change for the 21st century. Climate Dyn., 16 , 427450.

    • Search Google Scholar
    • Export Citation
  • Brown, R. D., 2000: Northern Hemisphere snow cover variability and change, 1915–1997. J. Climate, 13 , 23392355.

  • Bulygina, O. N., N. N. Korshunova, R. A. Martuganov, V. N. Razuvaev, and M. Z. Shaimardanov, 2000: National data bank on Russian atmospheric precipitation (in Russian). Trans. RIHMI-WDC, 167 , 3340.

    • Search Google Scholar
    • Export Citation
  • Carvalho, L. M. V., C. Jones, and B. Liebmann, 2002: Extreme precipitation events in southeastern South America and large-scale convective patterns in the South Atlantic convergence zone. J. Climate, 15 , 23772394.

    • Search Google Scholar
    • Export Citation
  • Changnon, S. A., 2001: Thunderstorm rainfall in the conterminous United States. Bull. Amer. Meteor. Soc., 82 , 19251940.

  • Cubash, U., and G. A. Meehl, 2001: Projections of future climate change. Climate Change 2001: The Scientific Basis. Contribution of Working Group 1 to the Third IPCC Scientific Assessment, J. T. Houghton et al., Eds., Cambridge University Press, 524–582.

    • Search Google Scholar
    • Export Citation
  • Czelnai, R., F. Desi, and F. Rakoczi, 1963: On determining the rational density of precipitation measuring networks. Idojaras, 67 , 257267.

    • Search Google Scholar
    • Export Citation
  • Daly, C., R. P. Neilson, and D. L. Phillips, 1994: A statistical-topographic model for mapping climatological precipitation over mountainous terrain. J. Appl. Meteor., 33 , 140158.

    • Search Google Scholar
    • Export Citation
  • Dessens, J., 1995: Severe convective weather in the context of a nighttime global warming. Geophys. Res. Lett., 22 , 12411244.

  • Douville, H., F. Chauvin, S. Planton, J-F. Royer, D. Salas-Mélia, and S. Tyteca, 2002: Sensitivity of the hydrological cycle to increasing amounts of greenhouse gases and aerosols. Climate Dyn., 20 , 4568.

    • Search Google Scholar
    • Export Citation
  • Draper, N. R., and H. Smith, 1966: Applied Regression Analysis. John Wiley & Sons, Inc., 407 pp.

  • Easterling, D. R., 2002: Recent changes in frost days and the frost-free season in the United States. Bull. Amer. Meteor. Soc., 83 , 13271332.

    • Search Google Scholar
    • Export Citation
  • Easterling, D. R., T. R. Karl, K. P. Gallo, D. A. Robinson, K. E. Trenberth, and A. Dai, 2000a: Observed climate variability and change of relevance to the biosphere. J. Geophys. Res., 105 , 101114.

    • Search Google Scholar
    • Export Citation
  • Easterling, D. R., G. A. Meehl, C. Parmesan, S. A. Changnon, T. R. Karl, and L. O. Mearns, 2000b: Climate extremes: Observations, modeling, and impacts. Science, 289 , 20682074.

    • Search Google Scholar
    • Export Citation
  • Easterling, D. R., J. L. Evans, P. Ya Groisman, T. R. Karl, K. E. Kunkel, and P. Ambenje, 2000c: Observed variability and trends in extreme climate events: A brief review. Bull. Amer. Meteor. Soc., 81 , 417425.

    • Search Google Scholar
    • Export Citation
  • Edwards, W. C., and L. B. Owens, 1991: Large storm effects on total soil erosion. J. Soil Water Conserv., 46 , 7578.

  • Fauchereau, N., S. Trzaska, M. Rouault, and Y. Richard, 2003: Rainfall variability and changes in Southern Africa during the 20th century in the global warming context. Nat. Hazards, 29 , 139154.

    • Search Google Scholar
    • Export Citation
  • Flato, G. M., G. J. Boer, W. G. Lee, N. A. McFarlane, D. Ramsden, M. C. Reader, and A. J. Weaver, 2000: The Canadian Centre for Climate Modelling and Analysis global coupled model and its climate. Climate Dyn., 16 , 451467.

    • Search Google Scholar
    • Export Citation
  • Folland, C. K., and T. R. Karl, 2001: Observed climate variability and change. Climate Change 2001: The Scientific Basis, J. T. Houghton et al., Eds., Cambridge University Press, 99–181.

    • Search Google Scholar
    • Export Citation
  • Førland, E. J., and I. Hanssen-Bauer, 2000: Increased precipitation in the Norwegian Arctic: True or false? Climate Change, 46 , 485509.

    • Search Google Scholar
    • Export Citation
  • Frederich, R. H., V. A. Myers, and E. P. Auciello, 1997: Five- to 60-minute precipitation frequency for the eastern and central United States. U. S. Dept. of Commerce Tech. Memo. NWS HYDRO-35, 36 pp.

  • Frei, C., and C. Schär, 2001: Detection probability of trends in rare events: Theory and application to heavy precipitation in the Alpine region. J. Climate, 14 , 15681584.

    • Search Google Scholar
    • Export Citation
  • Frich, P., L. V. Alexander, P. Della-Marta, B. Gleason, M. Haylock, A. M. G. Klein Tank, and T. Peterson, 2002: Observed coherent changes in climatic extremes during the second half of the twentieth century. Climate Res., 19 , 193212.

    • Search Google Scholar
    • Export Citation
  • Gandin, L. S., 1988: Complex quality control of meteorological observations. Mon. Wea. Rev., 116 , 11371156.

  • Gandin, L. S., and R. L. Kagan, 1976: Statistical Methods of Interpretation of Meteorological Data. (in Russian). Gidrometeoizdat, 359 pp.

    • Search Google Scholar
    • Export Citation
  • Gandin, L. S., W. I. Zachariew, and R. Czelnai, 1976: Statistical Structure of Meteorological Fields. (in Russian, German and Hungarian abstracts). Az Orzágos Meteorológiai Szolgálat, 365 pp.

    • Search Google Scholar
    • Export Citation
  • Gillett, N. P., M. F. Wehner, S. F. B. Tett, and A. J. Weaver, 2004: Testing the linearity of the response to combined greenhouse gas and sulfate aerosol forcing. Geophys. Res. Lett., 31 .L14201, doi:10.1029/2004GL020111.

    • Search Google Scholar
    • Export Citation
  • Gordon, C., C. Cooper, C. A. Senior, H. Banks, J. M. Gregory, T C. Johns, J. F. B. Mitchell, and R. A. Wood, 2000: The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments. Climate Dyn., 16 , 147168.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, 1991: Data on present-day precipitation changes in the extratropical part of the Northern Hemisphere. Greenhouse-Gas-Induced Climatic Change: A Critical Appraisal of Simulations and Observations, M. E. Schlesinger, Ed., Elsevier, 297–310.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, 2002: Homogeneity issues in the global daily climatology network: Precipitation in cold climate regions. Extended Abstracts, WCRP Workshop on Determination of Solid Precipitation in Cold Climate Regions, Fairbanks, AK, World Climate Research Programme, CD-ROM.

  • Groisman, P. Ya, and D. R. Legates, 1995: Documenting and detecting long-term precipitation trends: Where we are and what should be done. Climate Change, 31 , 601622.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, and E. Ya Rankova, 2001: Precipitation trends over the Russian permafrost-free zone: Removing the artifacts of pre-processing. Int. J. Climatol., 21 , 657678.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, T. R. Karl, and R. W. Knight, 1994: Observed impact of snow cover on the heat balance and the rise of continental spring temperatures. Science, 263 , 198200.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Y., and Coauthors, 1999a: Changes in the probability of heavy precipitation: Important indicators of climatic change. Climatic Change, 42 , 243283.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, E. L. Peck, and R. G. Quayle, 1999b: Intercomparison of recording and standard nonrecording U.S. gauges. J. Atmos. Oceanic Technol., 16 , 602609.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, R. W. Knight, and T. R. Karl, 2001: Heavy precipitation and high streamflow in the contiguous United States: Trends in the twentieth century. Bull. Amer. Meteor. Soc., 82 , 219246.

    • Search Google Scholar
    • Export Citation
  • Groisman, P. Ya, and Coauthors, 2003: Contemporary climate changes in high latitudes of the Northern Hemisphere: Daily time resolution. Preprints, 14th Symp. on Global Change and Climate Variations, Long Beach, CA, Amer. Meteor. Soc., CD-ROM, 4.8.

  • Groisman, P. Ya, R. W. Knight, T. R. Karl, D. R. Easterling, B. Sun, and J. M. Lawrimore, 2004: Contemporary changes of the hydrological cycle over the contiguous United States: Trends derived from in situ observations. J. Hydrometeor., 5 , 6485.

    • Search Google Scholar
    • Export Citation
  • Hanssen-Bauer, I., E. J. Førland, O. E. Tveito, and P. O. Nordli, 1997: Estimating regional trends—Comparisons of two methods. Nord. Hydrol., 28 , 2136.

    • Search Google Scholar
    • Export Citation
  • Haylock, M., and N. Nicholls, 2000: Trends in extreme rainfall indices for an updated high quality data set for Australia, 1910–1998. Int. J. Climatol., 20 , 15331541.

    • Search Google Scholar
    • Export Citation
  • Hegerl, G. C., F. W. Zwiers, and P. A. Stott, 2003: Detectability of anthropogenic changes in temperature and precipitation extremes. Preprints, 14th Symp. on Global Change and Climate Variations, Long Beach, CA, Amer. Meteor. Soc., CD-ROM, 2.3.

  • Hegerl, G. C., F. W. Zwiers, P. A. Stott, and V. V. Kharin, 2004: Detectability of anthropogenic changes in temperature and precipitation extremes. J. Climate, 17 , 36833700.

    • Search Google Scholar
    • Export Citation
  • Heino, R., and Coauthors, 1999: Progress in the study of climate extremes in northern and central Europe. Climatic Change, 42 , 151181.

    • Search Google Scholar
    • Export Citation
  • Hennessy, K. J., J. M. Gregory, and J. F. B. Mitchell, 1997: Changes in daily precipitation under enhanced greenhouse conditions. Climate Dyn., 13 , 667680.

    • Search Google Scholar
    • Export Citation
  • Huff, F. A., and S. A. Changnon, 1965: Development and utilization of Illinois precipitation networks. Proc. Symp. on Design of Hydrometeorological Networks, Québec, Canada, International Association of Scientific Hydrology, Publ. 67, 97–125.

  • Iwashima, T., and R. Yamamoto, 1993: A statistical analysis of the extreme events: Long-term trend of heavy daily precipitation. J. Meteor. Soc. Japan, 71 , 637640.

    • Search Google Scholar
    • Export Citation
  • Janowiak, J. E., A. Gruber, C. R. Kondragunta, R. E. Livezey, and G. J. Huffman, 1998: A comparison of the NCEP–NCAR reanalysis precipitation and the GPCP rain gauge–Satellite combined dataset with observational error considerations. J. Climate, 11 , 29602979.

    • Search Google Scholar
    • Export Citation
  • Johns, T. C., and Coauthors, 2002: HCTN22: Anthropogenic climate change for 1860 to 2100 simulated with the HadCM3 model under updated emissions scenarios. Tech. Note HCTN22, 61 pp. [Available online at www.metoffice.com/research/hadleycentre/pubs/HCTN/index.html.].

  • Jones, R. G., J. M. Murphy, M. Noguer, and A. B. Keen, 1997: Simulation of climate change over Europe using a nested regional-climate model. II. Comparison of driving and regional model responses to a doubling of carbon dioxide. Quart. J. Roy. Meteor. Soc., 123 , 265292.

    • Search Google Scholar
    • Export Citation
  • Kagan, R. L., 1997: Averaging of Meteorological Fields. L. S. Gandin and T. M. Smith, Eds., Kluwer Academic, 279 pp. (Originally published in Russian in 1979 by Gidrometeoizdat.).

    • Search Google Scholar
    • Export Citation
  • Karl, T. R., and R. W. Knight, 1998: Secular trends of precipitation amount, frequency, and intensity in the USA. Bull. Amer. Meteor. Soc., 79 , 231241.

    • Search Google Scholar
    • Export Citation
  • Karl, T. R., and K. E. Trenberth, 2003: Modern global climate change. Science, 302 , 17191723.

  • Karl, T. R., G. Kukla, V. Razuvayev, M. J. Changery, R. G. Quayle, R R. Heim Jr., and D. R. Easterling, 1991: Global warming: Evidence for asymmetric diurnal temperature change. Geophys. Res. Lett., 18 , 22532256.

    • Search Google Scholar
    • Export Citation
  • Kattsov, V. M., and J. E. Walsh, 2000: Twentieth-century trends of Arctic precipitation from observational data and a climate model simulation. J. Climate, 13 , 13621370.

    • Search Google Scholar
    • Export Citation
  • Katz, R. W., 1999: Extreme value theory for precipitation: Sensitivity analysis for climate change. Adv. Water Resour., 23 , 133139.

  • Kendall, M. G., and A. Stuart, 1967: Inference and Relationship. Vol. 2. The Advance Theory of Statistics, Ch. Griffin and Co., 690 pp.

  • Kharin, V. V., and F. W. Zwiers, 2000: Changes in the extremes in an ensemble of transient climate simulations with a coupled atmosphere–ocean GCM. J. Climate, 13 , 37603788.

    • Search Google Scholar
    • Export Citation
  • Kharin, V. V., and F. W. Zwiers, 2002: Climate predictions with multimodel ensembles. J. Climate, 15 , 793799.

  • Klein Tank, A. M. G., and Coauthors, 2002: Daily dataset of 20th-century surface air temperature and precipitation series for the European Climate Assessment. Int. J. Climatol., 22 , 14411453.

    • Search Google Scholar
    • Export Citation
  • Kunkel, K. E., 2003: North American trends in extreme precipitation. Nat. Hazards, 29 , 291305.

  • Kunkel, K. E., K. Andsager, and D. R. Easterling, 1999: Long-term trends in extreme precipitation events over the conterminous United States and Canada. J. Climate, 12 , 25152527.

    • Search Google Scholar
    • Export Citation
  • Kunkel, K. E., D. R. Easterling, K. Redmond, and K. Hubbard, 2003: Temporal variations of extreme precipitation events in the United States 1895–2000. Geophys. Res. Lett., 30 .1900, doi:10.1029/2003GL018052.

    • Search Google Scholar
    • Export Citation
  • Lambert, F. H., P. A. Stott, M. R. Allen, and M. A. Palmer, 2004: Detection and attribution of changes in 20th century terrestrial precipitation. Geophys. Res. Lett., 31 .L10203, doi:10.1029/2004GL019545.

    • Search Google Scholar
    • Export Citation
  • Lavery, B. M., G. Joung, and N. Nicholls, 1997: An extended high-quality historical rainfall dataset for Australia. Aust. Meteor. Mag., 46 , 2738.

    • Search Google Scholar
    • Export Citation
  • Liebmann, B., and J. A. Marengo, 2001: Interannual variability of the rainy season and rainfall in the Brazilian Amazon Basin. J. Climate, 14 , 43084318.

    • Search Google Scholar
    • Export Citation
  • Liebmann, B., J. A. Marengo, J. D. Glick, V. E. Kousky, I. C. Wainer, and O. Massambani, 1998: A comparison of rainfall, outgoing longwave radiation, and divergence over the Amazon Basin. J. Climate, 11 , 28982909.

    • Search Google Scholar
    • Export Citation
  • Liebmann, B., G. N. Kiladis, J. A. Marengo, T. Ambrizzi, and J. D. Glick, 1999: Submonthly convective variability over South America and the South Atlantic convergence zone. J. Climate, 12 , 18771891.

    • Search Google Scholar
    • Export Citation
  • Liebmann, B., C. Jones, and L. M. V. de Carvalho, 2001: Interannual variability of daily extreme precipitation events in the state of Sao Paulo, Brazil. J. Climate, 14 , 208218.

    • Search Google Scholar
    • Export Citation
  • Marengo, J. A., B. Liebmann, V. E. Kousky, N. P. Filizola, and I C. Wainer, 2001: Onset and end of the rainy season in the Brazilian Amazon Basin. J. Climate, 14 , 833852.

    • Search Google Scholar
    • Export Citation
  • Mason, S. J., and A. M. Joubert, 1997: Simulated changes in extreme rainfall over southern Africa. Int. J. Climatol., 17 , 291301.

  • McAvaney, B. J., and Coauthors, 2001: Model Evaluation. Climate Change 2001: The Scientific Basis, J. T. Houghton et al., Eds., Cambridge University Press, 471–523.

    • Search Google Scholar
    • Export Citation
  • Meehl, G. A., F. Zwiers, J. Evans, T. Knutson, L. Mearns, and P. Whetton, 2000: Trends in extreme weather and climate events: Issues related to modeling extremes in projections of future climate change. Bull. Amer. Meteor. Soc., 81 , 427436.

    • Search Google Scholar
    • Export Citation
  • Milly, P. C. D., R. T. Wetherald, K. A. Dunne, and T. L. Delworth, 2002: Increasing risk of great floods in a changing climate. Nature, 415 , 514517.

    • Search Google Scholar
    • Export Citation
  • NCDC, cited. 1998: Data documentation for data set 3240, the hourly precipitation data set. [Available online at http://www.ncdc.noaa.gov/oa/climate/climateinventories.html.].

  • NCDC, cited. 2002: Data documentation for data set 9101, global daily climatology network, version 1.0, 26 pp. [Available online at http://www.ncdc.noaa.gov/oa/climate/climateinventories.html.].

  • Osborn, T. J., and M. Hulme, 1997: Development of a relationship between station and grid-box rainday frequencies for climate model evaluation. J. Climate, 10 , 18851908.

    • Search Google Scholar
    • Export Citation
  • Osborn, T. J., M. Hulme, P. D. Jones, and T. A. Basnett, 2000: Observed trends in the daily intensity of United Kingdom precipitation. Int. J. Climatol., 20 , 347364.

    • Search Google Scholar
    • Export Citation
  • Polyak, I. I., 1996: Computational Statistics in Climatology. Oxford University Press, 358 pp.

  • Pope, V. D., M. L. Gallani, P. R. Rowntree, and R. A. Stratton, 2000: The impact of new physical parametrizations in the Hadley Centre climate model HadAM3. Climate Dyn., 16 , 123146.

    • Search Google Scholar
    • Export Citation
  • Ropelewski, C. F., and M. S. Halpert, 1996: Quantifying Southern Oscillation–precipitation relationships. J. Climate, 9 , 10431059.

  • Ross, R. J., and W. P. Elliott, 2001: Radiosonde-based Northern Hemisphere tropospheric water vapor trends. J. Climate, 14 , 16021612.

    • Search Google Scholar
    • Export Citation
  • Roy, S. S., and R. C. Balling, 2004: Trends in extreme daily rainfall indices in India. Int. J. Climatol., 24 , 457466.

  • Schaer, C., C. Frei, C. Lüthi, and H. C. Davies, 1996: Surrogate climate change scenarios for regional climate models. Geophys. Res. Lett., 23 , 669672.

    • Search Google Scholar
    • Export Citation
  • Semenov, V. A., and L. Bengtsson, 2002: Secular trends in daily precipitation characteristics: Greenhouse gas simulation with a coupled AOGCM. Climate Dyn., 19 , 123140.

    • Search Google Scholar
    • Export Citation
  • Soil and Water Conservation Society, 2003: Conservation Implications of Climate Change: Soil Erosion and Runoff from Cropland. Soil and Water Conservation Society, Ankeny, IA, 24 pp.

  • Stone, D. A., A. J. Weaver, and F. W. Zwiers, 2000: Trends in Canadian precipitation intensity. Atmos.–Ocean, 38 , 321347.

  • Stott, P. A., S. F. B. Tett, G. S. Jones, M. R. Allen, W. J. Ingram, and J. F. B. Mitchell, 2001: Attribution of twentieth century temperature change to natural and anthropogenic causes. Climate Dyn., 17 , 121.

    • Search Google Scholar
    • Export Citation
  • Suppiah, R., and K. Hennessy, 1998: Trends in seasonal rainfall, heavy rain-days, and number of dry days in Australia 1910–1990. Int. J. Climatol., 18 , 11411155.

    • Search Google Scholar
    • Export Citation
  • Sun, B., and P. Ya Groisman, 2000: Cloudiness variations over the former Soviet Union. Int. J. Climatol., 20 , 10971111.

  • Sun, B., P. Ya Groisman, R. S. Bradley, and F. T. Keimig, 2000: Temporal changes in the observed relationship between cloud cover and surface air temperature. J. Climate, 13 , 43414357.

    • Search Google Scholar
    • Export Citation
  • Sun, B., P. Ya Groisman, and I. I. Mokhov, 2001: Recent changes in cloud type frequency and inferred increases in convection over the United States and the former USSR. J. Climate, 14 , 18641880.

    • Search Google Scholar
    • Export Citation
  • Tarhule, S., and M. Woo, 1998: Changes in rainfall characteristics in northern Nigeria. Int. J. Climatol., 18 , 12611272.

  • Trenberth, K. E., 1999: Conceptual framework for changes of extremes of the hydrological cycle with climate change. Climate Change, 42 , 327339.

    • Search Google Scholar
    • Export Citation
  • Trenberth, K. E., A. Dai, R. M. Rasmussen, and D. B. Parsons, 2003: The changing character of precipitation. Bull. Amer. Meteor. Soc., 84 , 12051217.

    • Search Google Scholar
    • Export Citation
  • Widmann, M., and C. S. Bretherton, 2000: Validation of mesoscale precipitation in the NCEP reanalysis using a new gridcell dataset for the northwestern United States. J. Climate, 13 , 19361950.

    • Search Google Scholar
    • Export Citation
  • Wilby, R. L., and T. M. L. Wigley, 2002: Future changes in the distribution of daily precipitation totals across North America. Geophys. Res. Lett., 29 .1135, doi:10.1029/2001GL013048.

    • Search Google Scholar
    • Export Citation
  • Zhai, P. M., A. Sun, F. Ren, X. Liu, B. Gao, and Q. Zhang, 1999: Changes of climate extremes in China. Climate Change, 42 , 203218.

  • Zhai, P. M., X. Zhang, H. Wan, and X. Pan, 2005: Trends in total precipitation and frequency of daily precipitation extremes over China. J. Climate, 18 , 10961108.

    • Search Google Scholar
    • Export Citation
  • Zhang, X., W. D. Hogg, and E. Mekis, 2001: Spatial and temporal characteristics of heavy precipitation events in Canada. J. Climate, 14 , 19231936.

    • Search Google Scholar
    • Export Citation
  • Zhang, X., F. W. Zwiers, and G. Li, 2004: Monte Carlo experiments on the detection of trends in extreme values. J. Climate, 17 , 19451952.

    • Search Google Scholar
    • Export Citation
  • Zhang, X., G. Hegerl, F. W. Zwiers, and J. Kenyon, 2005: Avoiding inhomogeneity in percentile-based indices of temperature extremes. J. Climate, 18 .in press.

    • Search Google Scholar
    • Export Citation
  • Zwiers, F. W., and V. V. Kharin, 1998: Changes in the extremes of the climate simulated by CCC GCM2 under CO2 doubling. J. Climate, 11 , 22002222.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 4913 1597 124
PDF Downloads 3444 1005 115