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A new mechanism for warm-season precipitation response to global warming based on convection-permitting simulations

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Abstract

Climate models project increasing precipitation intensity but decreasing frequency as greenhouse gases increase. However, the exact mechanism for the frequency decrease remains unclear. Here we investigate this by analyzing hourly data from regional climate change simulations with 4 km grid spacing covering most of North America using the Weather Research and Forecasting model. The model was forced with present and future boundary conditions, with the latter being derived by adding the CMIP5 19-model ensemble mean changes to the ERA-interim reanalysis. The model reproduces well the observed seasonal and spatial variations in precipitation frequency and histograms, and the dry interval between rain events over the contiguous US. Results show that overall precipitation frequency indeed decreases during the warm season mainly due to fewer light-moderate precipitation (0.1 < P ≤ 2.0 mm/h) events, while heavy (2 < P ≤ 10 mm/h) to very heavy precipitation (P > 10 mm/h) events increase. Dry spells become longer and more frequent, together with a reduction in time-mean relative humidity (RH) in the lower troposphere during the warm season. The increased dry hours and decreased RH lead to a reduction in overall precipitation frequency and also for light-moderate precipitation events, while water vapor-induced increases in precipitation intensity and the positive latent heating feedback in intense storms may be responsible for the large increase in intense precipitation. The size of intense storms increases while their number decreases in the future climate, which helps explain the increase in local frequency of heavy precipitation. The results generally support a new hypothesis for future warm-season precipitation: each rainstorm removes ≥7% more moisture from the air per 1 K local warming, and surface evaporation and moisture advection take slightly longer than currently to replenish the depleted moisture before the next storm forms, leading to longer dry spells and a reduction in precipitation frequency, as well as decreases in time-mean RH and vertical motion.

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References

  • Allan RP, Soden BJ (2008) Atmospheric warming and the amplification of precipitation extremes. Science 321:1481–1484

    Article  Google Scholar 

  • Allen MR, Ingram WJ (2002) Constraints on future changes in climate and the hydrologic cycle. Nature 419:224–232

    Google Scholar 

  • Anderson CJ, Arritt R (2001) Representation of summertime low-level jets in the Central United States by the NCEP-NCAR Reanalysis. J Clim 14:234–247

    Article  Google Scholar 

  • Ashley WA, Mote TL, Dixon PG, Trotter SL, Powell EJ, Durkee JD, Grundstein AJ (2003) Distribution of mesoscale convective complex rainfall in the United States. Mon Weather Rev 131:3003–3017

    Article  Google Scholar 

  • Ban N, Schmidli J, Schär C (2015) Heavy precipitation in a changing climate: does short-term summer precipitation increase faster? Geophys Res Lett 42:1165–1172. doi:10.1002/2014GL062588

    Article  Google Scholar 

  • Chang W, Stein M, Wang J, Kotamarthi V, Moyer E (2016) Changes in spatio-temporal precipitation patterns in changing climate conditions. J Clim. doi:10.1175/JCLI-D-15-0844.1

    Article  Google Scholar 

  • Chen D, Dai A (2017) Dependence of estimated precipitation frequency and intensity on data resolution. Clim Dyn. doi:10.1007/s00382-017-3830-7

    Article  Google Scholar 

  • Chou C, Chen C-A, Tan P-H, Chen KT (2012) Mechanisms of global warming impacts on precipitation frequency and intensity. J Clim 25:3291–3306

    Article  Google Scholar 

  • Chou C, Chiang JCH, Lan C-W, Chung C-H, Liao Y-C, Lee C-J (2013) Increase in the range between wet and dry season precipitation. Nat Geosci 6:263–267. doi:10.1038/NGEO1744

    Article  Google Scholar 

  • Collins M et al (2013) Long-term climate change: projections, commitments and irreversibility. In: Stocker TF et al (eds) Climate change 2013: the physical science basis. Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change, Cambridge University Press, Cambridge, pp 1029–1136

    Google Scholar 

  • Dai A (2006) Recent climatology, variability and trends in global surface humidity. J Clim 19:3589–3606

    Article  Google Scholar 

  • Dai A (2013) Increasing drought under global warming in observations and models. Nat Clim Change 3:52–58

    Article  Google Scholar 

  • Dai A (2016) Historical and future changes in streamflow and continental runoff: a review. In: Tang Q, Oki T (eds) Chapter 2 of terrestrial water cycle and climate change: natural and human-induced impacts, geophysical monograph, vol 221. AGU, Wiley, Hoboken, pp 17–37

  • Dai A, Fyfe JC, Xie S-P, Dai X (2015) Decadal modulation of global surface temperature by internal climate variability. Nat Clim Change 5:555–559. doi:10.1038/nclimate2605

    Article  Google Scholar 

  • Daly C, Halbleib M, Smith JI, Gibson WP, Doggett MK, Taylor GH, Curtis J, Pasteris PP (2008) Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States. Int J Climatol 28:2031–2064

    Article  Google Scholar 

  • Dee DP et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Quart J R Meteorol Soc 137:553–597. doi:10.1002/qj.828

    Article  Google Scholar 

  • Deser C, Knutti R, Solomon S, Phillips AS (2012) Communications of the role of natural variability in future North American climate. Nat Clim Change 2:775–779. doi:10.1038/nclimate1562

    Article  Google Scholar 

  • Donat MG, Lowry AL, Alexander LV, O’Gorman PA, Maher N (2016) More extreme precipitation in the world’s dry and wet regions. Nat Clim Change 6:508–513

    Article  Google Scholar 

  • Hara M, Yoshikane T, Kawase H, Kimura F (2008) Estimation of the impact of global warming on snow depth in Japan by the pseudo-global warming method. Hydrol Res Lett 2:61–64

    Article  Google Scholar 

  • Held IM, Soden BJ (2006) Robust responses of the hydrological cycle to global warming. J Clim 19:5686–5699. doi:10.1175/JCLI3990.1

    Article  Google Scholar 

  • Hong S-Y, Noh Y, Dudhia J (2006) A new vertical diffusion package with an explicit treatment of entrainment processes. Mon Weather Rev 134, 2318–2341

    Article  Google Scholar 

  • Huffman GJ, Adler RF, Bolvin DT, Gu GJ (2009) Improving the global precipitation record: GPCP version 2.1. Geophys Res Lett 36:L17808. doi:10.1029/2009GL040000

    Article  Google Scholar 

  • Iacono MJ, Delamere JS, Mlawer EJ, Shephard MW, Clough SA, Collins WD (2008) Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models. J Geophys Res 113:D13103. doi:10.1029/2008JD009944

    Article  Google Scholar 

  • Kawase H, Yoshikane T, Hara M, Kimura F, Yasunari T, Ailikun B, Ueda H, Inoue T (2009) Intermodel variability of future changes in the Baiu rainband estimated by the pseudo global warming downscaling method. J Geophys Res 114:D24110. doi:10.1029/2009JD011803

    Article  Google Scholar 

  • Kendon E, Ban N, Roberts N, Fowler H, Roberts M, Chan S, Evans J, Fosser G, Wilkinson J (2016) Do convection-permitting regional climate models improve projections of future precipitation change? Bull Am Meteorol Soc. doi:10.1175/BAMS-D-15-0004.1

    Article  Google Scholar 

  • Kooperman GJ, Pritchard MS, Somerville RCJ (2014) The response of US summer rainfall to quadrupled CO2 climate change in conventional and super-parameterized versions of the NCAR community atmosphere model. J Adv Model Earth Syst 6:859–882. doi:10.1002/2014MS000306

    Article  Google Scholar 

  • Kooperman GJ, Pritchard MS, Burt MA, Branson MD, Randall DA (2016) Robust effects of cloud superparameterization on simulated daily rainfall intensity statistics across multiple versions of the community earth system model. J Adv Model Earth Syst 8:140–165. doi:10.1002/2015MS000574

    Article  Google Scholar 

  • Kunkel KE, Easterling DR, Kristovich DAR, 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 13:1131–1141

    Article  Google Scholar 

  • Lau WK-M, Wu HT (2007) Detecting trends in tropical rainfall characteristics, 1979–2003. Int J Climatol 27:979–988. doi:10.1002/joc.1454

    Article  Google Scholar 

  • Lau WK-M, Wu H-T, Kim K-M (2013) A canonical response of precipitation characteristics to global warming from CMIP5 models. Geophys Res Lett 40:3163–3169. doi:10.1002/grl.50420

    Article  Google Scholar 

  • Lin Y, Mitchell KE (2005) The NCEP Stage II/IV hourly precipitation analyses: development and applications. Preprints, 19th conference on hydrology. American Meteorological Society, San Diego, (9–13 January 2005, Paper 1.2)

    Google Scholar 

  • Liu S-C, Fu C, Shiu C-J, Chen J-P, Wu F (2009) Temperature dependence of global precipitation extremes. Geophys Res Lett 36:L17702. doi:10.1029/2009GL040218

    Article  Google Scholar 

  • Liu C et al (2017) Continental-scale convection-permitting modeling of the current and future climate of North America. Clim Dyn 49:71–95. doi:10.1007/s00382-016-3327-9

    Article  Google Scholar 

  • Ma S, Zhou T, Dai A, Han Z (2015) Observed changes in the distributions of daily precipitation frequency and amount over China from 1960 to 2013. J Clim 28:6960–6978

    Article  Google Scholar 

  • Maddox RA (1980) Mesoscale convective complexes. Bull Am Meteorol Soc 61:1374–1387

    Article  Google Scholar 

  • Niu GY et al (2011) The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements. J Geophys Res 116:D12109. doi:10.1029/2010JD015139

    Article  Google Scholar 

  • O’Gorman PA (2015) Precipitation extremes under climate change. Curr Clim Change Rep 1:49–59. doi:10.1007/s40641-015-0009-3

    Article  Google Scholar 

  • Pendergrass AG, Hartmann DL (2014a) Two modes of change of the distribution of rain. J Clim 27:8357–8371

    Article  Google Scholar 

  • Pendergrass AG, Hartmann DL (2014b) Changes in the distribution of rain frequency and intensity in response to global warming. J Clim 27:8372–8383

    Article  Google Scholar 

  • Pendergrass AG, Hartmann DL (2014c) The atmospheric energy constraint on global–mean precipitation change. J Clim 27:757–768

    Article  Google Scholar 

  • Prein AF et al (2015) A review on regional convection-permitting climate modeling: demonstrations, prospects, and challenges. Rev Geophys 53:323–361. doi:10.1002/2014RG000475

    Article  Google Scholar 

  • Prein AF, Rasmussen RM, Ikeda K, Liu C, Clark MP, Holland GJ (2017) The future intensification of hourly precipitation extremes. Nat Clim Change 7:48–52

    Article  Google Scholar 

  • Qian W, Fu J, Yan Z (2007) Decrease of light rain events in summer associated with a warming environment in China during 1961–2005. Geophys Res Lett 34:L11705. doi:10.1029/2007GL029631

    Article  Google Scholar 

  • Rasmussen RM et al (2011) High-resolution coupled climate runoff simulations of seasonal snowfall over Colorado: a process study of current and warmer climate. J Clim 24:3015–3048

    Article  Google Scholar 

  • Rasmussen RM, Ikeda K, Liu C, Gochis D, Clark M, Dai A, Gutmann E, Dudhia J, Chen F, Barlage M, Yates D (2014) Climate change impacts on the water balance of the Colorado headwaters: high-resolution regional climate model simulations. J Hydrometeorol 15:1091–1116

    Article  Google Scholar 

  • Schär C, Frie C, Lüthi D, Davies HC (1996) Surrogate climate-change scenarios for regional climate models. Geophys Res Lett 23:669–672

    Article  Google Scholar 

  • Shiu CJ, Liu SC, Fu C, Dai A, Sun Y (2012) How much do precipitation extremes change in a warming climate? Geophys Res Lett 39:L17707. doi:10.1029/2012GL052762.

    Article  Google Scholar 

  • Sun Y, Solomon S, Dai A, Portmann R (2007) How often will it rain? J Clim 20:4801–4818

    Article  Google Scholar 

  • Thompson G, Eidhammer T (2014) A study of aerosol impacts on clouds and precipitation development in a large winter cyclone. J Atmos Sci 71:3636–3658

    Article  Google Scholar 

  • Trenberth KE (2011) Changes in precipitation with climate change. Clim Res 47:123–138

    Article  Google Scholar 

  • Trenberth KE, Dai A, Rasmussen RM, Parsons DB (2003) The changing character of precipitation. Bull Am Meteorol Soc 84:1205–1217

    Article  Google Scholar 

  • Wang J, Kotamarthi VR (2015) High-resolution dynamically downscaled projections of precipitation in the mid and late 21st century over North America. Earth’s Future 3:268–288. doi:10.1002/2015EF000304

    Article  Google Scholar 

  • Wang J, Dai A, Mears C (2016) Global water vapor trend from 1988 to 2011 and its diurnal asymmetry based on GPS, radiosonde, and microwave satellite measurements. J Clim 29:5205–5222. doi:10.1175/JCLI-D-15-0485.1

    Article  Google Scholar 

  • Watterson IG, Dix MR (2003) Simulated changes due to global warming in daily precipitation means and extremes and their interpretation using the gamma distribution. J Geophys Res 002928:2003. doi:10.1029/2002JD

    Article  Google Scholar 

  • Westra S, Fowler HJ, Evans JP, Alexander LV, Berg P, Johnson F, Kendon EJ, Lenderink G, Roberts NM (2014) Future changes to the intensity and frequency of short duration extreme rainfall. Rev Geophys 52:522–555. doi:10.1002/2014RG000464

    Article  Google Scholar 

  • Zhao T, Dai A (2016) Uncertainties in historical changes and future projections of drought. Part II: model-simulated historical and future drought changes. Clim Change. doi:10.1007/s10584-016-1742-x

    Article  Google Scholar 

  • Zhao T, Dai A, Wang J (2012) Trends in tropospheric humidity from 1970 to 2008 over China from a homogenized radiosonde dataset. J Clim 25:4549–4567

    Article  Google Scholar 

  • Zhu X, Stan C (2015) Projection of summer precipitation over the southeastern United States in the superparameterized CCSM4. J Clim 28:8052–8066

    Article  Google Scholar 

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Acknowledgements

We thank two anonymous reviewers for many constructive comments. A. Dai acknowledges the supported by the US National Science Foundation (Grant #AGS–1353740), the US Department of Energy’s Office of Science (Award #DE–SC0012602), and the US National Oceanic and Atmospheric Administration (Award #NA15OAR4310086). NCAR is funded by the National Science Foundation. Computer resources were provided by the Computational and Information Systems Laboratory of NCAR.

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Correspondence to Aiguo Dai.

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This paper is a contribution to the special issue on Advances in Convection-Permitting Climate Modeling, consisting of papers that focus on the evaluation, climate change assessment, and feedback processes in kilometer-scale simulations and observations. The special issue is coordinated by Christopher L. Castro, Justin R. Minder, and Andreas F. Prein.

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Dai, A., Rasmussen, R.M., Liu, C. et al. A new mechanism for warm-season precipitation response to global warming based on convection-permitting simulations. Clim Dyn 55, 343–368 (2020). https://doi.org/10.1007/s00382-017-3787-6

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  • DOI: https://doi.org/10.1007/s00382-017-3787-6

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