On the sensitivity of oceanic precipitation to sea surface temperature

Abstract. Our study forms the oceanic counterpart to numerous observational studies over land considering the sensitivity of extreme precipitation to a change in air temperature. We explore the sensitivity of oceanic precipitation to changing sea surface temperature (SST) by exploiting two novel datasets at high resolution. First, we use the Ocean Rainfall And Ice-phase precipitation measurement Network (OceanRAIN) as an observational along-track shipboard dataset at 1-minute resolution. Second, we exploit the most recent European Re-Analysis version 5 (ERA5) at hourly resolution on 31 km grid. Matched with each other, ERA5 vertical velocity allows to constrain OceanRAIN precipitation. Despite the inhomogeneous sampling along ship tracks, OceanRAIN agrees with ERA5 on the average latitudinal distribution of precipitation with fairly good seasonal sampling. However, the 99th percentile of OceanRAIN precipitation follows a super-Clausius-Clapeyron scaling with SST that exceeds 8.5 % K−1 while ERA5 precipitation scales with 4.5 % K−1. The sensitivity decreases towards lower precipitation percentiles while OceanRAIN keeps an almost constant offset to ERA5 due to higher spatial resolution and temporal sampling. Unlike over land, we find no evidence for decreasing precipitation event duration with SST. ERA5 precipitation reaches a local minimum at about 26 °C that vanishes when constraining vertical velocity to strongly rising motion and excluding areas of weak correlation between precipitation and vertical velocity. This indicates that instead of moisture limitations as over land, circulation dynamics rather limit precipitation formation over the ocean. For strongest rising motion, precipitation scaling converges to a constant value at all precipitation percentiles. Overall, high resolution in observations as well as climate models is key to understand and predict the sensitivity of oceanic precipitation extremes to a change in SST.

[1]  Frank J. Wentz,et al.  Precise climate monitoring using complementary satellite data sets , 2000, Nature.

[2]  S. Hagemann,et al.  Heavy rain intensity distributions on varying time scales and at different temperatures , 2010 .

[3]  Viviana Maggioni,et al.  A Review of Merged High-Resolution Satellite Precipitation Product Accuracy during the Tropical Rainfall Measuring Mission (TRMM) Era , 2016 .

[4]  The observed sensitivity of the global hydrological cycle to changes in surface temperature , 2010 .

[5]  S. Bakan,et al.  An automatic precipitation-phase distinction algorithm for optical disdrometer data over the global ocean , 2015 .

[6]  P. Jones,et al.  A comparison of large scale changes in surface humidity over land in observations and CMIP3 general circulation models , 2010 .

[7]  K. Trenberth,et al.  The changing character of precipitation , 2003 .

[8]  B. Soden,et al.  Robust Responses of the Hydrological Cycle to Global Warming , 2006 .

[9]  Alain Protat,et al.  Descriptor : OceanRAIN , a new in-situ shipboard global ocean surface-reference dataset of all water cycle components , 2018 .

[10]  Ashish Sharma,et al.  Observed relationships between extreme sub‐daily precipitation, surface temperature, and relative humidity , 2010 .

[11]  C. Klepp The oceanic shipboard precipitation measurement network for surface validation — OceanRAIN , 2014 .

[12]  Peter K. Taylor,et al.  Intercomparison and validation of ocean–atmosphere energy flux fields. Final report of the Joint WCRP/SCOR Working Group on Air–Sea Fluxes (SCOR Working Group 110) , 2000 .

[13]  A. Macke,et al.  Measurement of solid precipitation with an optical disdrometer , 2007 .

[14]  P. Sen Estimates of the Regression Coefficient Based on Kendall's Tau , 1968 .

[15]  Raymond W. Schmitt,et al.  Salinity and the global water cycle , 2008 .

[16]  E. van Meijgaard,et al.  Linking increases in hourly precipitation extremes to atmospheric temperature and moisture changes , 2010 .

[17]  G. Lenderink,et al.  Increase in hourly precipitation extremes beyond expectations from temperature changes , 2008 .

[18]  G. Bellon,et al.  The double ITCZ bias in CMIP5 models: interaction between SST, large-scale circulation and precipitation , 2015, Climate Dynamics.

[19]  K. Schroeer,et al.  Sensitivity of extreme precipitation to temperature: the variability of scaling factors from a regional to local perspective , 2018, Climate Dynamics.

[20]  R. Allan,et al.  Energetic Constraints on Precipitation Under Climate Change , 2012, Surveys in Geophysics.

[21]  A. Mailhot,et al.  Relationship between Surface Temperature and Extreme Rainfalls: A Multi-Time-Scale and Event-Based Analysis , 2014 .

[22]  G. Bürger,et al.  Towards Subdaily Rainfall Disaggregation via Clausius–Clapeyron , 2014 .

[23]  S. Buehler,et al.  Towards an along‐track validation of HOAPS precipitation using OceanRAIN optical disdrometer data over the Atlantic Ocean , 2018, Quarterly Journal of the Royal Meteorological Society.

[24]  Margaret J. Yelland,et al.  Sensors for physical fluxes at the sea surface: energy, heat, water, salt , 2008 .

[25]  Dick Dee,et al.  Low‐frequency variations in surface atmospheric humidity, temperature, and precipitation: Inferences from reanalyses and monthly gridded observational data sets , 2010 .

[26]  J. Haerter,et al.  Unexpected rise in extreme precipitation caused by a shift in rain type? , 2009, Nature Geoscience.

[27]  H. Theil A Rank-Invariant Method of Linear and Polynomial Regression Analysis , 1992 .

[28]  P. Drobinski,et al.  Scaling of precipitation extremes with temperature in the French Mediterranean region: What explains the hook shape? , 2016 .

[29]  G. Stephens,et al.  Controls of Global-Mean Precipitation Increases in Global Warming GCM Experiments , 2008 .

[30]  S. Emori,et al.  Dynamic and thermodynamic changes in mean and extreme precipitation under changed climate , 2005 .

[31]  H. Fowler,et al.  Super-clausius-clapeyron scaling of extreme hourly convective precipitation and its relation to large-scale atmospheric conditions , 2017 .

[32]  C. Donlon,et al.  Toward Improved Validation of Satellite Sea Surface Skin Temperature Measurements for Climate Research , 2002 .

[33]  Taikan Oki,et al.  Does higher surface temperature intensify extreme precipitation? , 2011 .

[34]  A. Bodas‐Salcedo,et al.  Physically Consistent Responses of the Global Atmospheric Hydrological Cycle in Models and Observations , 2014, Surveys in Geophysics.