Land Surface Feedbacks on Spring Precipitation in the Netherlands

Emma E. Daniels and Earth System Science Group, Wageningen University and Research Center, Wageningen, Netherlands

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Ronald W. A. Hutjes Earth System Science Group, Wageningen University and Research Center, Wageningen, Netherlands

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Geert Lenderink Royal Netherlands Meteorological Institute (KNMI), De Bilt, Netherlands

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Reinder J. Ronda and Meteorology and Air Quality Group, Wageningen University and Research Center, Wageningen, Netherlands

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Albert A. M. Holtslag Meteorology and Air Quality Group, Wageningen University and Research Center, Wageningen, Netherlands

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Abstract

In this paper, the Weather Research and Forecasting (WRF) Model is used to investigate the sensitivity of precipitation to soil moisture and urban areas in the Netherlands. The average output of a 4-day event during 10–13 May 1999 for which the individual days had similar synoptical forcing is analyzed. Four simulations are conducted to test the impact of soil moisture changes on precipitation. A positive soil moisture–precipitation feedback is found, that is, wet (dry) soils increase (decrease) the amount of precipitation. Three additional experiments are executed, two in which urban areas in the Netherlands are expanded and one where urban areas are completely removed. Expansion of urban areas results in an increase of the sensible heat flux and a deeper planetary boundary layer, similar to reducing soil moisture. Expanding urban areas reduces precipitation over the Netherlands as a whole, but the local response is not clear. Within existing urban areas, mean and maximum temperature increases of 0.4 and 2 K, respectively, are found under an urban coverage scenario for 2040. The ratio of evapotranspiration to precipitation (a measure of the soil moisture–precipitation feedback) in the urbanization experiments is only about one-third (23%) of that in the soil moisture experiments (67%). Triggering of precipitation, on the other hand, is relatively high in the urban expansion experiments. The effects of reduced moisture availability and enhanced triggering in the urban expansion experiments compensate each other, leading to the moderate reduction in precipitation.

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Corresponding author address: Emma E. Daniels, Earth System Science Group, Wageningen University and Research Center (WUR), P.O. Box 47, 6700 AA Wageningen, Netherlands. E-mail: emma.daniels@wur.nl

Abstract

In this paper, the Weather Research and Forecasting (WRF) Model is used to investigate the sensitivity of precipitation to soil moisture and urban areas in the Netherlands. The average output of a 4-day event during 10–13 May 1999 for which the individual days had similar synoptical forcing is analyzed. Four simulations are conducted to test the impact of soil moisture changes on precipitation. A positive soil moisture–precipitation feedback is found, that is, wet (dry) soils increase (decrease) the amount of precipitation. Three additional experiments are executed, two in which urban areas in the Netherlands are expanded and one where urban areas are completely removed. Expansion of urban areas results in an increase of the sensible heat flux and a deeper planetary boundary layer, similar to reducing soil moisture. Expanding urban areas reduces precipitation over the Netherlands as a whole, but the local response is not clear. Within existing urban areas, mean and maximum temperature increases of 0.4 and 2 K, respectively, are found under an urban coverage scenario for 2040. The ratio of evapotranspiration to precipitation (a measure of the soil moisture–precipitation feedback) in the urbanization experiments is only about one-third (23%) of that in the soil moisture experiments (67%). Triggering of precipitation, on the other hand, is relatively high in the urban expansion experiments. The effects of reduced moisture availability and enhanced triggering in the urban expansion experiments compensate each other, leading to the moderate reduction in precipitation.

Denotes Open Access content.

Corresponding author address: Emma E. Daniels, Earth System Science Group, Wageningen University and Research Center (WUR), P.O. Box 47, 6700 AA Wageningen, Netherlands. E-mail: emma.daniels@wur.nl
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  • Attema, J. J., and , Lenderink G. , 2014: The influence of the North Sea on coastal precipitation in the Netherlands in the present-day and future climate. Climate Dyn., 42, 505519, doi:10.1007/s00382-013-1665-4.

    • Search Google Scholar
    • Export Citation
  • Bisselink, B., and , Dolman A. J. , 2009: Recycling of moisture in Europe: Contribution of evaporation to variability in very wet and dry years. Hydrol. Earth Syst. Sci., 13, 16851697, doi:10.5194/hess-13-1685-2009.

    • Search Google Scholar
    • Export Citation
  • Boé, J., 2013: Modulation of soil moisture–precipitation interactions over France by large scale circulation. Climate Dyn., 40, 875892, doi:10.1007/s00382-012-1380-6.

    • Search Google Scholar
    • Export Citation
  • Bougeault, P., and , Lacarrere P. , 1989: Parameterization of orography-induced turbulence in a mesobeta-scale model. Mon. Wea. Rev., 117, 18721890, doi:10.1175/1520-0493(1989)117<1872:POOITI>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Brubaker, K. L., , Entekhabi, and D. , Eagleson P. S. , 1993: Estimation of continental precipitation recycling. J. Climate, 6, 10771089, doi:10.1175/1520-0442(1993)006<1077:EOCPR>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Budyko, M. I., 1974: Climate and Life. Academic Press, 508 pp .

  • Buishand, T. A., , De Martino, G. , Spreeuw, and J. N. , Brandsma T. , 2013: Homogeneity of precipitation series in the Netherlands and their trends in the past century. Int. J. Climatol., 33, 815833, doi:10.1002/joc.3471.

    • Search Google Scholar
    • Export Citation
  • Carrio, G. G., and , Cotton W. R. , 2011: Urban growth and aerosol effects on convection over Houston. Part II: Dependence of aerosol effects on instability. Atmos. Res., 102, 167174, doi:10.1016/j.atmosres.2011.06.022.

    • Search Google Scholar
    • Export Citation
  • Carrio, G. G., , Cotton, and W. R. , Cheng W. Y. Y. , 2010: Urban growth and aerosol effects on convection over Houston: Part I: The August 2000 case. Atmos. Res., 96, 560574, doi:10.1016/j.atmosres.2010.01.005.

    • Search Google Scholar
    • Export Citation
  • Daniels, E. E., , Lenderink, G. , Hutjes, and R. W. A. , Holtslag A. A. M. , 2014: Spatial precipitation patterns and trends in The Netherlands during 1951–2009. Int. J. Climatol., 34, 17731784, doi:10.1002/joc.3800.

    • Search Google Scholar
    • Export Citation
  • Dee, D. P., and Coauthors, 2011: The ERA-Interim Reanalysis: Configuration and performance of the data assimilation system. Quart. J. Roy. Meteor. Soc., 137, 553597, doi:10.1002/qj.828.

    • Search Google Scholar
    • Export Citation
  • Dekkers, J., , Koomen, E. , Jacobs-Crisioni, and C. , Rijken B. , 2012: Scenario-based projections of future land use in the Netherlands: A spatially-explicit knowledge base for the Knowledge for Climate programme. Spinlab Research Memo. SL-11, 51 pp. [Available online at www.feweb.vu.nl/gis/publications/docs/SL-11_Scenario_based_projections_KvK8.pdf.]

  • De Meij, A., and , Vinuesa J. F. , 2014: Impact of SRTM and Corine Land Cover data on meteorological parameters using WRF. Atmos. Res., 143, 351370, doi:10.1016/j.atmosres.2014.03.004.

    • Search Google Scholar
    • Export Citation
  • Ek, M. B., and , Holtslag A. A. M. , 2004: Influence of soil moisture on boundary layer cloud development. J. Hydrometeor., 5, 8699, doi:10.1175/1525-7541(2004)005<0086:IOSMOB>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Eltahir, E. A. B., and , Bras R. L. , 1994: Precipitation recycling in the Amazon basin. Quart. J. Roy. Meteor. Soc., 120, 861880, doi:10.1002/qj.49712051806.

    • Search Google Scholar
    • Export Citation
  • Eltahir, E. A. B., and , Bras R. L. , 1996: Precipitation recycling. Rev. Geophys., 34, 367378, doi:10.1029/96RG01927.

  • Findell, K. L., and , Eltahir E. A. B. , 2003: Atmospheric controls on soil moisture–boundary layer interactions. Part I: Framework development. J. Hydrometeor., 4, 552569, doi:10.1175/1525-7541(2003)004<0552:ACOSML>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Grell, G. A., 1993: Prognostic evaluation of assumptions used by cumulus parameterizations. Mon. Wea. Rev., 121, 764787, doi:10.1175/1520-0493(1993)121<0764:PEOAUB>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Grell, G. A., and , Devenyi D. , 2002: A generalized approach to parameterizing convection combining ensemble and data assimilation techniques. Geophys. Res. Lett., 29, 1693, doi:10.1029/2002GL015311.

    • Search Google Scholar
    • Export Citation
  • Guo, X., , Fu, D. , Guo, and X. , Zhang C. , 2014: A case study of aerosol impacts on summer convective clouds and precipitation over northern China. Atmos. Res., 142, 142157, doi:10.1016/j.atmosres.2013.10.006.

    • Search Google Scholar
    • Export Citation
  • Han, J. Y., , Baik, and J. J. , Khain A. P. , 2012: A numerical study of urban aerosol impacts on clouds and precipitation. J. Atmos. Sci., 69, 504520, doi:10.1175/JAS-D-11-071.1.

    • Search Google Scholar
    • Export Citation
  • Han, J. Y., , Baik, and J. J. , Lee H. , 2014: Urban impacts on precipitation. Asia-Pac. J. Atmos. Sci., 50, 1730, doi:10.1007/s13143-014-0016-7.

    • Search Google Scholar
    • Export Citation
  • Haylock, M. R., , Hofstra, N. , Klein Tank, A. M. G. , Klok, E. J. , Jones, and P. D. , New M. , 2008: A European daily high-resolution gridded data set of surface temperature and precipitation for 1950–2006. J. Geophys. Res., 113, D20119, doi:10.1029/2008JD010201.

    • Search Google Scholar
    • Export Citation
  • Hohenegger, C., , Brockhaus, P. , Bretherton, and C. S. , Schär C. , 2009: The soil moisture–precipitation feedback in simulations with explicit and parameterized convection. J. Climate, 22, 50035020, doi:10.1175/2009JCLI2604.1.

    • Search Google Scholar
    • Export Citation
  • Hong, S. Y., and , Lim J. O. J. , 2006: The WRF single-moment 6-class microphysics scheme (WSM6). J. Korean Meteor. Soc., 42, 129151.

  • Hosannah, N., and , Gonzalez J. E. , 2014: Impacts of aerosol particle size distribution and land cover land use on precipitation in a coastal urban environment using a cloud-resolving mesoscale model. Adv. Meteor.,2014, 904571 , doi:10.1155/2014/904571.

  • Iacono, M. J., , Delamere, J. S. , Mlawer, E. J. , Shephard, M. W. , Clough, and S. A. , Collins W. D. , 2008: Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models. J. Geophys. Res., 113, D13103, doi:10.1029/2008JD009944.

    • Search Google Scholar
    • Export Citation
  • Jankov, I., , Gallus, W. A. , Segal, M. , Shaw, and B. , Koch S. E. , 2005: The impact of different WRF Model physical parameterizations and their interactions on warm season MCS rainfall. Wea. Forecasting, 20, 10481060, doi:10.1175/WAF888.1.

    • Search Google Scholar
    • Export Citation
  • Janssen, L. H. J. M., , Okker, and V. R. & Schuur, J. 2006: Welvaart en Leefomgeving: Een scenariostudie voor Nederland in 2040. Project Rep., CPB, MNP, and RPB, 240 pp. [Available online at www.pbl.nl/publicaties/2006/Welvaartenleefomgeving.]

  • Jenkinson, A. F., and , Collison B. P. , 1977: An initial climatology of gales over the North Sea. Synoptic Climatology Branch Memo. 62, 18 pp .

  • Jones, P. D., , Hulme, and M. , Briffa K. R. , 1993: A comparison of lamb circulation types with an objective classification scheme. Int. J. Climatol., 13, 655663, doi:10.1002/joc.3370130606.

    • Search Google Scholar
    • Export Citation
  • Kalnay, E., and , Cai M. , 2003: Impact of urbanization and land-use change on climate. Nature, 423, 528531, doi:10.1038/nature01675.

  • Kusaka, H., and , Kimura F. , 2004: Coupling a single-layer urban canopy model with a simple atmospheric model: Impact on urban heat island simulation for an idealized case. J. Meteor. Soc. Japan, 82, 6780, doi:10.2151/jmsj.82.67.

    • Search Google Scholar
    • Export Citation
  • Kusaka, H., , Kondo, H. , Kikegawa, and Y. , Kimura F. , 2001: A simple single-layer urban canopy model for atmospheric models: Comparison with multi-layer and slab models. Bound.-Layer Meteor.,101, 329358, doi:10.1023/A:1019207923078.

    • Search Google Scholar
    • Export Citation
  • Lamb, H., 1950: Types and spells of weather around the year in the British Isles: Annual trends, seasonal structure of years, singularities. Quart. J. Roy. Meteor. Soc., 76, 393438, doi:10.1002/qj.49707633005.

    • Search Google Scholar
    • Export Citation
  • Lenderink, G., , van Meijgaard, and E. , Selten F. , 2009: Intense coastal rainfall in the Netherlands in response to high sea surface temperatures: Analysis of the event of August 2006 from the perspective of a changing climate. Climate Dyn., 32, 1933, doi:10.1007/s00382-008-0366-x.

    • Search Google Scholar
    • Export Citation
  • Li, D., , Bou-Zeid, E. , Baeck, M. L. , Jessup, and S. , Smith J. A. , 2013: Modeling land surface processes and heavy rainfall in urban environments: Sensitivity to urban surface representations. J. Hydrometeor., 14, 10981118, doi:10.1175/JHM-D-12-0154.1.

    • Search Google Scholar
    • Export Citation
  • Loridan, T., and Coauthors, 2010: Trade-offs and responsiveness of the single-layer urban canopy parametrization in WRF: An offline evaluation using the MOSCEM optimization algorithm and field observations. Quart. J. Roy. Meteor. Soc., 136, 9971019, doi:10.1002/qj.614.

    • Search Google Scholar
    • Export Citation
  • Malda, D., , Vilà-Guerau de Arellano, J. , van den Berg, and W. D. , Zuurendonk I. W. , 2007: The role of atmospheric boundary layer–surface interactions on the development of coastal fronts. Ann. Geophys., 25, 341360, doi:10.5194/angeo-25-341-2007.

    • Search Google Scholar
    • Export Citation
  • Mooney, P. A., , Mulligan, and F. J. , Fealy R. , 2013: Evaluation of the sensitivity of the weather research and forecasting model to parameterization schemes for regional climates of Europe over the period 1990–95. J. Climate, 26, 10021017, doi:10.1175/JCLI-D-11-00676.1.

    • Search Google Scholar
    • Export Citation
  • Niyogi, D., , Pyle, P. , Lei, M. , Arya, S. P. , Kishtawal, C. M. , Shepherd, M. , Chen, and F. , Wolfe B. , 2011: Urban modification of thunderstorms: An observational storm climatology and model case study for the Indianapolis urban region. J. Appl. Meteor. Climatol., 50, 11291144, doi:10.1175/2010JAMC1836.1.

    • Search Google Scholar
    • Export Citation
  • Oke, T. R., 1982: The energetic basis of the urban heat-island. Quart. J. Roy. Meteor. Soc., 108, 124, doi:10.1002/qj.49710845502.

  • Overeem, A., , Holleman, and I. , Buishand T. A. , 2009: Derivation of a 10-year radar-based climatology of rainfall. J. Appl. Meteor. Climatol., 48, 14481463, doi:10.1175/2009JAMC1954.1.

    • Search Google Scholar
    • Export Citation
  • Pielke, R. A., Sr., Adegoke, J. , Beltrán-Przekurat, A. , Hiemstra, C. A. , Lin, J. , Nair, U. S. , Niyogi, and D. , Nobis T. E. , 2007: An overview of regional land-use and land-cover impacts on rainfall. Tellus, 59B, 587601, doi:10.1111/j.1600-0889.2007.00251.x.

    • Search Google Scholar
    • Export Citation
  • Rozoff, C. M., , Cotton, and W. R. , Adegoke J. O. , 2003: Simulation of St. Louis, Missouri, land use impacts on thunderstorms. J. Appl. Meteor., 42, 716738, doi:10.1175/1520-0450(2003)042<0716:SOSLML>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Santanello, J. A., , Peters-Lidard, C. D. , Kumar, S. V. , Alonge, and C. , Tao W. K. , 2009: A modeling and observational framework for diagnosing local land–atmosphere coupling on diurnal time scales. J. Hydrometeor., 10, 577599, doi:10.1175/2009JHM1066.1.

    • Search Google Scholar
    • Export Citation
  • Schär, C., , Lüthi, D. , Beyerle, and U. , Heise E. , 1999: The soil–precipitation feedback: A process study with a regional climate model. J. Climate, 12, 722741, doi:10.1175/1520-0442(1999)012<0722:TSPFAP>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Schmid, P. E., and , Niyogi D. , 2013: Impact of city size on precipitation-modifying potential. Geophys. Res. Lett., 40, 52635267, doi:10.1002/grl.50656.

    • Search Google Scholar
    • Export Citation
  • Seneviratne, S. I., , Corti, T. , Davin, E. L. , Hirschi, M. , Jaeger, E. B. , Lehner, I. , Orlowsky, and B. , Teuling A. J. , 2010: Investigating soil moisture–climate interactions in a changing climate: A review. Earth Sci. Rev., 99, 125161, doi:10.1016/j.earscirev.2010.02.004.

    • Search Google Scholar
    • Export Citation
  • Shem, W., and , Shepherd M. , 2009: On the impact of urbanization on summertime thunderstorms in Atlanta: Two numerical model case studies. Atmos. Res., 92, 172189, doi:10.1016/j.atmosres.2008.09.013.

    • Search Google Scholar
    • Export Citation
  • Shepherd, J. M., , Carter, M. , Manyin, M. , Messen, and D. , Burian S. , 2010: The impact of urbanization on current and future coastal precipitation: A case study for Houston. Environ. Plann. B Plann. Des., 37, 284304, doi:10.1068/b34102t.

    • Search Google Scholar
    • Export Citation
  • Skamarock, W. C., and Coauthors, 2008: A description of the Advanced Research WRF version 3. NCAR Tech. Note NCAR/TN-475+STR, 113 pp. , doi:10.5065/D68S4MVH.

  • Soares, P. M. M., , Cardoso, R. M. , Miranda, P. M. A. , de Medeiros, J. , Belo-Pereira, and M. , Espirito-Santo F. , 2012: WRF high resolution dynamical downscaling of ERA-Interim for Portugal. Climate Dyn., 39, 24972522, doi:10.1007/s00382-012-1315-2.

    • Search Google Scholar
    • Export Citation
  • Steeneveld, G. J., , Koopmans, S. , Heusinkveld, B. G. , van Hove, and L. W. A. , Holtslag A. A. M. , 2011: Quantifying urban heat island effects and human comfort for cities of variable size and urban morphology in the Netherlands. J. Geophys. Res., 116, D20129, doi:10.1029/2011JD015988.

    • Search Google Scholar
    • Export Citation
  • Taylor, C. M., , de Jeu, R. A. M. , Guichard, F. , Harris, and P. P. , Dorigo W. A. , 2012: Afternoon rain more likely over drier soils. Nature, 489, 423426, doi:10.1038/nature11377.

    • Search Google Scholar
    • Export Citation
  • Tewari, M., and Coauthors, 2004: Implementation and verification of the unified NOAH land surface model in the WRF Model. 20th Conf. on Weather Analysis and Forecasting/16th Conf. on Numerical Weather Prediction, Seattle, WA, Amer. Meteor. Soc., 14.2a. [Available online at https://ams.confex.com/ams/84Annual/webprogram/Paper69061.html.]

  • Trusilova, K., , Jung, M. , Churkina, G. , Karstens, U. , Heimann, and M. , Claussen M. , 2008: Urbanization impacts on the climate in Europe: Numerical experiments by the PSU–NCAR Mesoscale Model (MM5). J. Appl. Meteor. Climatol., 47, 14421455, doi:10.1175/2007JAMC1624.1.

    • Search Google Scholar
    • Export Citation
  • Trusilova, K., , Jung, and M. , Churkina G. , 2009: On climate impacts of a potential expansion of urban land in Europe. J. Appl. Meteor. Climatol., 48, 19711980, doi:10.1175/2009JAMC2108.1.

    • Search Google Scholar
    • Export Citation
  • Tuinenburg, O. A., , Hutjes, R. W. A. , Jacobs, and C. M. J. , Kabat P. , 2011: Diagnosis of local land–atmosphere feedbacks in India. J. Climate, 24, 251266, doi:10.1175/2010JCLI3779.1.

    • Search Google Scholar
    • Export Citation
  • van den Besselaar, E. J. M., , Haylock, M. R. , van der Schrier, and G. , Klein Tank A. M. G. , 2011: A European daily high-resolution observational gridded data set of sea level pressure. J. Geophys. Res., 116, D11110, doi:10.1029/2010JD015468.

    • Search Google Scholar
    • Export Citation
  • Wolters, D., and , Brandsma T. , 2012: Estimating the urban heat island in residential areas in the Netherlands using observations by weather amateurs. J. Appl. Meteor. Climatol., 51, 711721, doi:10.1175/JAMC-D-11-0135.1.

    • Search Google Scholar
    • Export Citation
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