Theoretical and Applied Climatology

, Volume 130, Issue 1–2, pp 345–363 | Cite as

Analysis of changes in the magnitude, frequency, and seasonality of heavy precipitation over the contiguous USA

Original Paper

Abstract

Gridded daily precipitation observations over the contiguous USA are used to investigate the past observed changes in the frequency and magnitude of heavy precipitation, and to examine its seasonality. Analyses are based on the Climate Prediction Center (CPC) daily precipitation data from 1948 to 2012. We use a block maxima approach to identify changes in the magnitude of heavy precipitation and a peak-over-threshold (POT) approach for the changes in the frequency. The results of this study show that there is a stronger signal of change in the frequency rather than in the magnitude of heavy precipitation events. Also, results show an increasing trend in the frequency of heavy precipitation over large areas of the contiguous USA with the most notable exception of the US Northwest. These results indicate that over the last 65 years, the stronger storms are not getting stronger, but a larger number of heavy precipitation events have been observed. The annual maximum precipitation and annual frequency of heavy precipitation reveal a marked seasonality over the contiguous USA. However, we could not find any evidence suggesting shifting in the seasonality of annual maximum precipitation by investigating whether the day of the year at which the maximum precipitation occurs has changed over time. Furthermore, we examine whether the year-to-year variations in the frequency and magnitude of heavy precipitation can be explained in terms of climate variability driven by the influence of the Atlantic and Pacific Oceans. Our findings indicate that the climate variability of both the Atlantic and Pacific Oceans can exert a large control on the precipitation frequency and magnitude over the contiguous USA. Also, the results indicate that part of the spatial and temporal features of the relationship between climate variability and heavy precipitation magnitude and frequency can be described by one or more of the climate indices considered here.

Supplementary material

704_2016_1881_MOESM1_ESM.pdf (133 kb)
Fig. S1(PDF 132 kb)

References

  1. Alexander LV, Arblaster JM (2009) Assessing trends in observed and modelled climate extremes over Australia in relation to future projections. Int J Climatol 29(3):417CrossRefGoogle Scholar
  2. Alexander LV, Zhang X, Peterson TC, Caesar J, Gleason B, Klein Tank AMG, Haylock M, Collins D, Trewin B, Rahimzadeh F, Tagipour A (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res-Atmos 111:D05109. doi:10.1029/2005JD006290 Google Scholar
  3. Allan RP, Soden BJ (2008) Atmospheric warming and the amplification of precipitation extremes. Science 321(5895):1481–1484CrossRefGoogle Scholar
  4. Andersen TK, Shepherd MJ (2013) Floods in a changing climate. Geography Compass 7(2):95–115CrossRefGoogle Scholar
  5. Anderson BT, Gianotti D, Salvucci G (2015) Detectability of historical trends in station-based precipitation characteristics over the continental United States. J Geophys Res-Atmos 120:4842–4859. doi:10.1002/2014JD022960 CrossRefGoogle Scholar
  6. Ashley ST, Ashley WS (2008) Flood fatalities in the United States. J Appl Meteorol Clim 47(3):805–818CrossRefGoogle Scholar
  7. Chen CJ (2012) Hydro-climatic forecasting using sea surface temperatures. A Dissertation in Georgia Institute of TechnologyGoogle Scholar
  8. Christensen JH, Christensen OB (2003) Climate modelling: severe summertime flooding in Europe. Nature 421(6925):805–806CrossRefGoogle Scholar
  9. Dhakal N, Jain S, Gray A, Dandy M, Stancioff E (2015) Nonstationarity in seasonality of extreme precipitation: a nonparametric circular statistical approach and its application. Water Resour Res 51(6):4499–4515CrossRefGoogle Scholar
  10. Dobson AJ (2001) An introduction to generalized linear models, 2nd edn. CRC Press, Boca Raton, p 240Google Scholar
  11. Downton MW, Miller JZB, Pielke RA Jr (2005) Reanalysis of US National Weather Service flood loss database. Natural Hazards Review 6(1):13–22CrossRefGoogle Scholar
  12. Durkee JD, Frye JD, Fuhrmann CM, Lacke MC, Jeong HG, Mote TL (2008) Effects of the North Atlantic Oscillation on precipitation-type frequency and distribution in the eastern United States. Theor Appl Climatol 94(1–2):51–65CrossRefGoogle Scholar
  13. Enfield DB, Mestas-Nuñez AM, Trimble PJ (2001) The Atlantic multidecadal oscillation and its relation to rainfall and river flows in the continental US. Geophys Res Lett 28(10):2077–2080CrossRefGoogle Scholar
  14. Gall M, Borden KA, Emrich CT, Cutter SL (2011) The unsustainable trend of natural hazard losses in the United States. Sustainability 3(11):2157–2181CrossRefGoogle Scholar
  15. Gershunov A, Cayan DR (2003) Heavy daily precipitation frequency over the contiguous United States: sources of climatic variability and seasonal predictability. J Clim 16(16):2752–2765CrossRefGoogle Scholar
  16. Groisman PY, Knight RW, Karl TR (2012) Changes in intense precipitation over the Central United States. J Hydrometeorol 13(1):47–66CrossRefGoogle Scholar
  17. Groisman PY, Knight RW, Easterling DR, Karl TR, Hegerl GC, Razuvaev VN (2005) Trends in intense precipitation in the climate record. J Clim 18(9):1326–1350CrossRefGoogle Scholar
  18. Groisman PY, Knight RW, Karl TR, Easterling DR, Sun B, Lawrimore JH (2004) Contemporary changes of the hydrological cycle over the contiguous United States: trends derived from in situ observations. J Hydrometeorol 5(1):64–85CrossRefGoogle Scholar
  19. Groisman PY, Knight RW, Karl TR (2001) Heavy precipitation and high streamflow in the contiguous United States: trends in the twentieth century. B Am Meteorol Soc 82(2):219–246CrossRefGoogle Scholar
  20. Held IM, Soden BJ (2006) Robust responses of the hydrological cycle to global warming. J Clim 19(21):5686–5699CrossRefGoogle Scholar
  21. Hidore JJ, Oliver JE, Snow M, Snow R (2009). Climatology: an atmospheric science, 3 edn. Prentice Hall, Upper Saddle River, p 385 Google Scholar
  22. Higgins RW, Kousky VE (2013) Changes in observed daily precipitation over the United States between 1950–79 and 1980–2009. J Hydrometeorol 14(1):105–121CrossRefGoogle Scholar
  23. Higgins RW, Silva VBS, Shi W, Larson J (2007) Relationships between climate variability and fluctuations in daily precipitation over the United States. J Clim 20(14):3561–3579CrossRefGoogle Scholar
  24. Higgins RW, Shi W, Yarosh E, Joyce R (2000) Improved United States precipitation quality control system and analysis. NCEP/Climate Prediction Center ATLAS 7, 40 pp. Available online at http://www.cpc.ncep.noaa.gov/research_papers/ncep_cpc_atlas/7/index.html
  25. Huntington TG (2006) Evidence for intensification of the global water cycle: review and synthesis. J Hydrol 319(1):83–95CrossRefGoogle Scholar
  26. Hurrell JW (1995) Decadal trends in the North Atlantic Oscillation: regional temperatures and precipitation. Science 269(5224):676–679CrossRefGoogle Scholar
  27. IPCC (2012) Summary for policymakers. In: Field CB, Barros V, Stocker TF, Qin D, Dokken DJ, Ebi KL, Mastrandrea MD, Mach KJ, Plattner G-K, Allen SK, Tignor M, Midgley PM (eds) Managing the risks of extreme events and disasters to advance climate change adaptation, A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, pp. 3–21Google Scholar
  28. Jain S, Lall U (2001) Floods in a changing climate: does the past represent the future? Water Resour Res 37(12):3193–3205CrossRefGoogle Scholar
  29. Karl TR, Melillo JM, Peterson TC (2009) Global climate change impacts in the United States. Cambridge University Press, New YorkGoogle Scholar
  30. Karl TR, Knight RW (1998) Secular trends of precipitation amount, frequency, and intensity in the United States. B Am Meteorol SocB Am Meteorol Soc 79(2):231–241CrossRefGoogle Scholar
  31. Karl TR, Knight RW, Easterling DR, Quayle RG (1996) Indices of climate change for the United States. B Am Meteorol Soc 77(2):279–292CrossRefGoogle Scholar
  32. Kendall MG (1975) Rank correlation methods. Charles Griffin, LondonGoogle Scholar
  33. Kunkel KE, Karl TR, Brooks H, Kossin J, Lawrimore JH, Arndt D, Bosart L, Changnon D, Cutter SL, Doesken N, Emanuel K (2013) Monitoring and understanding trends in extreme storms: state of knowledge. B Am Meteorol Soc 94(4):499–514Google Scholar
  34. Kunkel KE, Easterling DR, Kristovich DA, Gleason B, Stoecker L, Smith R (2012) Meteorological causes of the secular variations in observed extreme precipitation events for the conterminous United States. J Hydrometeorol 13(3):1131–1141CrossRefGoogle Scholar
  35. Kunkel KE, Bromirski PD, Brooks HE, Cavazos T, Douglas AV, Easterling DR, Emanuel KA, Ya P, Groisman GJ, Holland TR, Knutson JP, Kossin PD, Komar DH, Levinson, Smith RL (2008) Observed changes in weather and climate extremes. In: Karl TR, Meehl GA, Miller CD, Hassol SJ, Waple AM, Murray WL (eds) Weather and climate extremes in a changing climate: regions of focus: North America, Hawaii, Caribbean, and U.S. Pacific Islands, Synthesis and Assessment Product 3.3. U.S. Climate Change Science Program, Washington, DC, pp. 35–80 113Google Scholar
  36. Kunkel KE, Andsager K, Easterling DR (1999) Long-term trends in extreme precipitation events over the conterminous United States and Canada. J Clim 12(8):2515–2527CrossRefGoogle Scholar
  37. Kuss AJM, Gurdak JJ (2014) Groundwater level response in US principal aquifers to ENSO, NAO, PDO, and AMO. J Hydrol 519:1939–1952. doi:10.1016/j.jhydrol.2014.09.069 CrossRefGoogle Scholar
  38. Lang M, Ouarda TBMJ, Bobée B (1999) Towards operational guidelines for over-threshold modeling. J Hydrol 225(3):103–117CrossRefGoogle Scholar
  39. Leathers DJ, Yarnal B, Palecki MA (1991) The Pacific/North American teleconnection pattern and United States climate. Part I: regional temperature and precipitation associations. J Clim 4(5):517–528CrossRefGoogle Scholar
  40. Madsen T, Figdor E (2007) When it rains it pours: global warming and rising frequency of extreme precipitation in the United States. Environment Texas Research & Policy Center, 47 pp. Available online at http://www.environmentamerica.org/home/reports/report-archives/global-warming-solutions/global-warming-solutions/when-it-rains-it-pours-global-warming-and-the-rising-frequency-of-extreme-precipitation-in-the-united-states
  41. McCabe GJ, Wolock DM (2014) Spatial and temporal patterns in conterminous United States streamflow characteristics. Geophys Res Lett 41(19):6889–6897Google Scholar
  42. Mallakpour I, Villarini G (2016) Investigating the relationship between the frequency of flooding over the Central United States and large-scale climate. Adv. Water Resour 92:159–171CrossRefGoogle Scholar
  43. Mallakpour I, Villarini G (2015) The changing nature of flooding across the Central United States. Nature Clim Change 5(3):250–254CrossRefGoogle Scholar
  44. Mann HB (1945) Non-parametric tests against trend. Econometrica 13:245–259CrossRefGoogle Scholar
  45. Mantua NJ, Hare SR, Zhang Y, Wallace JM, Francis RC (1997) A Pacific interdecadal climate oscillation with impacts on salmon production. B Am Meteorol Soc 78(6):1069–1079CrossRefGoogle Scholar
  46. Mass C, Skalenakis A, Warner M (2011) Extreme precipitation over the west coast of North America: is there a trend? J Hydrometeorol 12(2):310–318CrossRefGoogle Scholar
  47. Meehl GA, Tebaldi C, Walton G, Easterling D, McDaniel L (2009) Relative increase of record high maximum temperatures compared to record low minimum temperatures in the US. Geophys Res Lett 36(23). doi:10.1029/2009GL040736
  48. Meehl GA, Arblaster JM, Tebaldi C (2005) Understanding future patterns of increased precipitation intensity in climate model simulations. Geophys Res Lett 32(18):L18719. doi:10.1029/2005GL023680
  49. Milly PCD, Wetherald RT, Dunne KA, Delworth TL (2002) Increasing risk of great floods in a changing climate. Nature 415(6871):514–517CrossRefGoogle Scholar
  50. Monier E, Gao X (2014) Climate change impacts on extreme events in the United States: an uncertainty analysis. Clim Chang:1–15. doi:10.1007/s10584-013-1048-1
  51. National Climate Data Center (NCDC) (2015a) Billion-dollar weather and climate disasters. Retrieved July, 2015, from http://www.ncdc.noaa.gov/billions/summary-stats
  52. National Climate Data Center (NCDC) (2015b) Billion-dollar weather and climate disasters. Retrieved July, 2015, from http://www.ncdc.noaa.gov/billions/events
  53. National Climate Data Center (NCDC) (2015c) Billion-dollar weather and climate disasters. Retrieved July, 2015, from http://www.nws.noaa.gov/hic/summaries/WY2013.pdf
  54. National Assessment Synthesis Team (NAST) (2000) Climate change impacts on the United States: the potential consequences of climate variability and change. U.S. Global Change R. Program, Washington, D. CGoogle Scholar
  55. Neiman PJ, Schick LJ, Ralph FM, Hughes M, Wick GA (2011) Flooding in western Washington: the connection to atmospheric rivers. J Hydrometeorol 12(6):1337–1358CrossRefGoogle Scholar
  56. Ning L, Bradley RS (2015) Winter climate extremes over the northeastern United States and southeastern Canada and teleconnections with large-scale modes of climate variability. J Clim 28(6):2475–2493CrossRefGoogle Scholar
  57. National Oceanic and Atmospheric Administration (NOAA) (2015) Southern Oscillation Index (SOI). Retrieved July, 2015, from https://www.ncdc.noaa.gov/teleconnections/enso/indicators/soi/
  58. Pal I, Anderson BT, Salvucci GD, Gianotti DJ (2013) Shifting seasonality and increasing frequency of precipitation in wet and dry seasons across the US. Geophys Res Lett 40(15):4030–4035CrossRefGoogle Scholar
  59. Peterson TC, Heim RR Jr, Hirsch R, Kaiser DP, Brooks H, Diffenbaugh NS, Peterson TC, Heim RR, Hirsch R, Kaiser DP, Brooks H, Diffenbaugh NS, Dole RM, Giovannettone JP, Guirguis K, Karl TR, Katz RW, Kunkel K, Lettenmaier D, McCabe GJ, Paciorek CJ, Ryberg KR, Schubert S, Silva VBS, Stewart BC, Vecchia AV, Villarini G, Vose RS, Walsh J, Wehner M, Wolock D, Wolter K, Woodhouse CA, Wuebbles D (2013) Monitoring and understanding changes in heat waves, cold waves, floods, and droughts in the United States: state of knowledge. B Am Meteorol Soc 94(6):821–834CrossRefGoogle Scholar
  60. Pielke RA, Downton MW (2000) Precipitation and damaging, floods: trends in the United States, 1932–97. J Clim 13(20):3625–3637CrossRefGoogle Scholar
  61. Pielke RA, Downton MW (1999) US trends in streamflow and precipitation: using societal impact data to address an apparent paradox. B Am Meteorol Soc 80:1435–1436CrossRefGoogle Scholar
  62. Pielke RA Jr (1999) Nine fallacies of floods. Clim Chang 42(2):413–438CrossRefGoogle Scholar
  63. Portis DH, Walsh JE, El Hamly M, Lamb PJ (2001) Seasonality of the North Atlantic oscillation. J Clim 14(9):2069–2078CrossRefGoogle Scholar
  64. Pryor SC, Howe JA, Kunkel KE (2009) How spatially coherent and statistically robust are temporal changes in extreme precipitation in the contiguous USA? Int J Climatol 29(1):31–45CrossRefGoogle Scholar
  65. Pryor SC, Schoof JT (2008) Changes in the seasonality of precipitation over the contiguous USA. J Geophys Res-Atmos 113(D21):1984–2012. doi:10.1029/2008JD010251 CrossRefGoogle Scholar
  66. Ralph FM, Neiman PJ, Wick GA, Gutman SI, Dettinger MD, Cayan DR, White AB (2006) Flooding on California’s Russian River: role of atmospheric rivers. Geophys Res Lett. doi:10.1029/2006GL026689
  67. Robertson TR, Zak JC, Tissue DT (2010) Precipitation magnitude and timing differentially affect species richness and plant density in the sotol grassland of the Chihuahuan Desert. Oecologia 162(1):185–197CrossRefGoogle Scholar
  68. Ropelewski CF, Jones PD (1987) An extension of the Tahiti-Darwin southern oscillation index. Mon Weather Rev 115(9):2161–2165CrossRefGoogle Scholar
  69. Rosenberg EA, Keys PW, Booth DB, Hartley D, Burkey J, Steinemann AC, Lettenmaier DP (2010) Precipitation extremes and the impacts of climate change on stormwater infrastructure in Washington State. Clim Chang 102(1–2):319–349CrossRefGoogle Scholar
  70. Sheridan SC (2003) North American weather-type frequency and teleconnection indices. Int J Climatol 23(1):27–45CrossRefGoogle Scholar
  71. Stenseth NC, Ottersen G, Hurrell JW, Mysterud A, Lima M, Chan KS, et al. (2003) Studying climate effects on ecology through the use of climate indices: the North Atlantic Oscillation, El Nino Southern Oscillation and beyond. P Roy Soc Lond B Bio 270(1529):2087–2096CrossRefGoogle Scholar
  72. Sillmann J, Kharin VV, Zwiers FW, Zhang X, Bronaugh D (2013) Climate extremes indices in the CMIP5 multimodel ensemble: part 2. Future climate projections. J Geophys Res-Atmos 118(6):2473–2493CrossRefGoogle Scholar
  73. Small D, Islam S, Vogel RM (2006) Trends in precipitation and streamflow in the eastern U.S.: Paradox or perception? Geophys Res Lett 33(3):L03403. doi:10.1029/2005GL024995
  74. Tootle GA, Piechota TC, Singh A (2005) Coupled oceanic-atmospheric variability and US streamflow. Water Resour Res 41(12). doi:10.1029/2005WR004381
  75. Trenberth KE (1984) Signal versus noise in the Southern Oscillation. Mon Weather Rev 112(2):326–332CrossRefGoogle Scholar
  76. Villarini G (2016) On the seasonality of flooding across the United States. Adv. Water Resour 87:80–91CrossRefGoogle Scholar
  77. Villarini G, Smith JA, Vecchi GA (2013) Changing frequency of heavy rainfall over the Central United States. J Clim 26(1):351–357CrossRefGoogle Scholar
  78. Villarini G, Smith JA, Baeck ML, Vitolo R, Stephenson DB, Krajewski WF (2011) On the frequency of heavy rainfall for the Midwest of the United States. J Hydrol 400(1):103–120CrossRefGoogle Scholar
  79. Villarini G, Serinaldi F, Smith JA, Krajewski WF (2009) On the stationarity of annual flood peaks in the continental United States during the 20th century. Water Resour Res 45(8)Google Scholar
  80. Voss R, May W, Roeckner E (2002) Enhanced resolution modelling study on anthropogenic climate change: changes in extremes of the hydrological cycle. Int J Climatol 22(7):755–777CrossRefGoogle Scholar
  81. Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemisphere winter. Mon Weather Rev 109(4):784–812CrossRefGoogle Scholar
  82. Westra S, Alexander LV, Zwiers FW (2013) Global increasing trends in annual maximum daily precipitation. J Clim 26(11):3904–3918CrossRefGoogle Scholar

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© Springer-Verlag Wien 2016

Authors and Affiliations

  1. 1.IIHR-Hydroscience & EngineeringThe University of IowaIowa CityUSA

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