Skip to main content
Log in

Wet-bulb, dew point, and air temperature trends in Spain

  • Original Paper
  • Published:
Theoretical and Applied Climatology Aims and scope Submit manuscript

Abstract

This study analyses trends of mean (T m), maximum (T x), minimum (T n), dew point (T d), and wet-bulb temperatures (T w) on an annual, seasonal, and monthly time scale over Spain during the period 1981–2010. The main purpose was to determine how temperature and humidity changes are impacting on T w, which is probably a better measure of climate change than temperature alone. In this study, 43 weather stations were used to detect data trends using the nonparametric Mann-Kendall test and the Sen method to estimate the slope of trends. Significant linear trends observed for T m, T x, and T n versus year were 56, 58, and 47 % of the weather stations, respectively, with temperature ranges between 0.2 and 0.4 °C per decade. The months with bigger trends were April, May, June, and July with the highest trend for T x. The spatial behaviour of T d and T w was variable, with various locations showing trends from −0.6 to +0.3 °C per decade for T d and from −0.4 to +0.5 °C per decade for T w. Both T d and T w showed negative trends for July, August, September, November, and December. Comparing the trends versus time of each variable versus each of the other variables exhibited poor relationships, which means you cannot predict the trend of one variable from the trend of another variable. The trend of T x was not related to the trend of T n. The trends of T x, T m, and T n versus time were unrelated to the trends versus time of either T d or T w. The trend of T w showed a high coefficient of determination with the trend of T d with an annual value of R 2 = 0.86. Therefore, the T w trend is more related to changes in humidity than temperature.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • AEMET (2011) Iberian climate atlas. Agencia Estatal de Meteorología. 80 p. Available at: http://www.aemet.es

  • Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: Guidelines for computing crop water requirements. United Nations Food and Agriculture Organization, Irrigation and Drainage Paper 56. Rome, Italy. 300 p.

  • Brunet M, Jones PD, Sigró J, Saladié O, Aguilar E, Moberg A, Della-Marta PM, Lister D, Walther A, López D (2007) Temporal and spatial temperature variability and change over Spain during 1850-2005. J Geophys Res 112:D12117. doi:10.1029/2006JD008249

    Article  Google Scholar 

  • Brunet M, Casado MJ, de Castro M, Galán P, López JA, Martin JM, Pastor A, Petisco E, Ramos P, Ribalaygua J, Rodríguez E, Sanz I, Torre E (2009) Generación de escenarios de cambio climático regionalizados para España. Agencia estatal de meteorologia, Ministry of Agriculture, Food and Environment, p. 158

    Google Scholar 

  • Burman RD, Jensen ME, Allen RG (1987) Thermodynamic factors in evapotranspiration. In: James LG, English MJ (eds) Proceedings of the irrigation and drainage special conference. ASCE. Portland, Oregon, pp. 28–30

    Google Scholar 

  • Capilla P (2008) Time series and identifications of trends in a Mediterranean urban area. Glob Planet Chang 63:275–281

    Article  Google Scholar 

  • Chaouche K, Neppel L, Dieulin C, Pujol N, Ladouche B, Martin E, Salas D, Caballero Y (2010) Analyses of precipitation, temperature and evapotranspiration in a French Mediterranean region in the context of climate change. Compt Rendus Geosci 342:234–243

    Article  Google Scholar 

  • Christensen JH, Hewitson B, Busuioc A, Chen A, Gao X, Held I, Jones R, Kolli RK, Kwon WT, Laprise R, Magaña Rueda V, Mearns L, Menéndez CG, Räisänen J, Rinke A, Sarr A, Whetton P (2007) Regional climate projections. In: Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL (eds) Climate change 2007: the physical science basis. Contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge and New York,

    Google Scholar 

  • Del Rio S, Pena A, Fraile R (2005) Analysis of recent climatic variations in Castile and Leon (Spain). Atmos Res 73:69–85

    Article  Google Scholar 

  • Del Rio S, Fraile R, Herrero L, Penas A (2007) Analysis of recent trends in mean maximum and minimum temperatures in a region of the NW of Spain (Castilla y León). Theor Appl Climatol 90:1–12

    Article  Google Scholar 

  • Del Rio S, Herrero L, Pinto-Gomes C, Penas A (2011) Spatial analysis of mean temperature trends in Spain over the period 1961-2006. Glob Planet Chang 78:65–75

    Article  Google Scholar 

  • Del Rio S, Cano-Ortiz A, Herrero L, Penas A (2012) Recent trends in mean maximum and minimum air temperaturas over Spain (1961-2006). Theor Appl Climatol 109:605–626

    Article  Google Scholar 

  • Delworth TL, Mahlaman JD, Knutson TR (1999) Changes in heat index associated with CO2-induced global warming. Clim Chang 43:369–386

    Article  Google Scholar 

  • Espadafor M, Lorite IL, Gavilán P, Berengena J (2011) An análysis of the tendency of reference evapotranspiration estimates and other climate variables during the last 45 years in Southern Spain. Agri Water Manage 98:1045–1061

    Article  Google Scholar 

  • Feidas H, Makrogiannis T, Bora-Senta E (2004) Trend analysis of air temperature time series in Greece and their relationship with circulation using surface and satellite data: 1955–2001. Theor Appl Climatol 79:185–208

    Article  Google Scholar 

  • Fernández Montes S, Rodrigo FS (2012) Trends in seasonal indices of daily temperature extremes in the Iberian Peninsula, 1929-2005. Int J Climatol 32:2320–2332

    Article  Google Scholar 

  • Font Tullot I (2000) Climatología de España y Portugal. Universidad de Salamanca, Salamanca, p. 428

    Google Scholar 

  • Frías MD, Fernández J, Sáenz J, Rodríguez-Puebla C (2005) Operacional predictability of monthly average maximum temperature over the Iberian Peninsula using DEMETER simulations and downscaling. Tellus 57A:448–463

    Article  Google Scholar 

  • Fritschen LJ, Gay LW (1979) Enviromental instrumentation. Springer-Verlag, New York, p. 216

    Book  Google Scholar 

  • Gaffen DJ, Ross RJ (1999) Climatology and trends of U.S. surface humidity and temperature. J Clim 12:811–828

    Article  Google Scholar 

  • Hamed KH (2008) Trend detection in hydrologic data: the Mann-Kendall test under the scaling hypothesis. J Hydrol 349:350–363

    Article  Google Scholar 

  • Hartmann DL, Klein Tank AMG, Rusticucci M, Alexander LV, Brönnimann S, Charabi Y, Dentener FJ, Dlugokencky EJ, Easterling DR, Kaplan A, Soden BJ, Thorne PW, Wild M, Zhai PM (2013) Observations: atmosphere and surface. In: Stocker TF, Qin D, Plattner GK, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (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 and New York

    Google Scholar 

  • Homar V, Ramis C, Romero R, Alonso S (2010) Recent trends in temperature and precipitation over the Balearic Island (Spain). Clim Chang 98:199–211

    Article  Google Scholar 

  • IPCC (2007) Climate change 2007: The physical science basis. Contribution of working Group I to the fourth assessment report of the Intergovernmental Panel on Climate Change [Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K.B., Tignor, M. and Miller, H.L. (eds.)]. Cambridge University Press, Cambridge and NY 2007.

  • Kürbis K, Mudelesse M, Tetzlaff G, Brázdil R (2009) Trends in extremes of temperature, dew point, and precipitation from long instrumental series form Central Europe. Theor Appl Climatol 98:187–195

    Article  Google Scholar 

  • Liepert BG (2002) Observed reductions of surface solar radiation at sites in the United States and worldwide from 1961 to 1990. Geophys Res Lett 29:1421. doi:10.1029/2002GL014910

    Article  Google Scholar 

  • López-Moreno JL, Vicente-Serrano SM, Morán-Tejeda E, Lorenzo-Lacruz J, Kenawy A, Beniston M (2011) Effects of the North Atlanntic Oscillation (NAO) on combined temperature and precipitation winter modes in the Mediterranean mountains: observed and relationships and proyections for the 21st century. Glob Planet Chang 77:62–76

    Article  Google Scholar 

  • Martínez MD, Serra C, Burgueño A, Lana X (2010) Time trends of daily maximum and minimum temperatures in Catalonia (NE Spain) for the period 1975–2004. Int J Climatol 30:267–290

    Article  Google Scholar 

  • Miró JJ, Estrela MJ, Millán M (2006) Summer temperature trends in a Mediterranean area (Valencia Region). Int J Climatol 26:1051–1073

    Article  Google Scholar 

  • Moore GWK, Renfrew IA (2012) Cold European winters: interplay between the NAO and the East Atlactic mode. Atmos Sci Let 13:1–8

    Article  Google Scholar 

  • Moratiel R, Duran JM, Snyder R (2010) Responses of reference evapotranspiration to changes in atmospheric humidity and air temperature in Spain. Clim Res 44:27–40

    Article  Google Scholar 

  • Moratiel R, Snyder RL, Duran JM, Tarquis AM (2011) Trend in climatic variables and future reference evapotranspiration in Duero Valley (Spain). Nat Hazards Earth Sys 11:1795–1805

    Article  Google Scholar 

  • NOAA (2016) National Weather Service. Climate Prediction Center. Available at: http://www.cpc.ncep.noaa.gov/data/teledoc/telecontents.shtml Data retrieved on 15 June 2016.

  • Omran MA (2000) Analysis of solar radiation over Egypt. Theor Appl Climatol 67:225–240

    Article  Google Scholar 

  • Pinker RT, Zhang B, Dutton EG (2005) Do satellites detect trends in surface solar radiation? Science 308:850–854

    Article  Google Scholar 

  • Piñol J, Terradas J, Lloret F (1998) Climate warming, wildfire hazard, and wildfire occurrence in coastal eastern Spain. Clim Chang 38:345–357

    Article  Google Scholar 

  • Ramos MC, Jones GV, Martínez-Casasnovas JA (2008) Structure and trends in climate parameters affecting winegrape production in northeast Spain. Clim Res 38:1–15

    Article  Google Scholar 

  • Rana G, Katerji N (2000) Measurement and estimation of actual evapotranspiration in the field under Mediterranean climate: a review. Eur J Agron 13:125–153

    Article  Google Scholar 

  • Rios-Cornejo D, Penas A, Álvarez-Esteban R, Del Rio S (2015) Links between teleconnections patterns and mean temperature in Spain. Theor Appl Climatol 122:1–18

    Article  Google Scholar 

  • Robinson PJ (1998) Monthly variations of dew point temperature in the conterminous United States. Int J Climatol 18:1539–1556

    Article  Google Scholar 

  • Robinson PJ (2000) Temporal trends in United States dew point temperatures. Int J Climatol 20:985–1002

    Article  Google Scholar 

  • Rodriguez-Puebla C, Encinas AH, García-Casado LA, Nieto S (2010) Trends in warm days and cold nights over the Iberian Peninsula: relationships to large-scale variables. Clim Chang 100:667–684

    Article  Google Scholar 

  • Sáenz J, Zubillaga J, Rodriguez-Puebla C (2001) Interannual winter temperature variability in the north of the Iberian Peninsula. Clim Res 16:169–179

    Article  Google Scholar 

  • Sanchez-Lorenzo A, Calbó J, Brunetti M, Deser C (2009) Dimming/brightening over the Iberian Peninsula: trend in sunshine duration and cloud cover and their relations with atmospheric circulation. J Geophys Res 114. doi:10.1029/2008JD011394

  • Sen PK (1968) Estimates of the regression coefficients based on Kendall’s tau. J Am Stat Assoc 63:1379–1389

    Article  Google Scholar 

  • Sherwood SC, Huber M (2010) An adaptability limit to climate change due to heat stress. Proc Natl Acad Sci U S A 107:9552–9555

    Article  Google Scholar 

  • Snyder RL, Melo-Abreu JP (2005) Frost protection: fundamentals, practice and economics. Vol I. FAO, Rome 241 p.

  • Taboada J, Brands S, Lorenzo N (2009) Actual and future trends of extreme values of temperature for the NW Iberian Peninsula. 9th European Conference on Applications of Meteorology (ECAM). Toulose, France.

  • Tetens VO (1930) Uber einige meterologische. Begriffe, Zeitschrift fur Geophysik 6:297–309

    Google Scholar 

  • Tomozeiu R, Busuioc A, Stefan S (2002) Changes in seasonal mean maximum air temperature in Romania and their connections with large-scale circulation. International J Climatol 22:1181–1196

    Article  Google Scholar 

  • Tonkaz T, Çetin M, Tülücü K (2007) The impact of water resources development projects on water vapour pressure trends in a semi-arid region, Turkey. Clim Chang 82:195–209

    Article  Google Scholar 

  • Toreti A, Desiato F, Fioravanti G, Perconti W (2010) Seasonal temperatures over Italy and their relationship with low-frequency atmospheric circulation patterns. Clim Chang 99:211–227

    Article  Google Scholar 

  • Trenberth KE, Jones PD, Ambenje P, Bojariu R, Easterling D, Klei Tank A, Parker D, Rahimzadeh F, Renwick JA, Rusticucci M, Soden B, Zhai P (2007) Observations: surface and atmospheric climate change. In: Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL (eds) Climate change 2007: the physical science basis. Contribution of working group I to the fourth assessment report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge and New York

    Google Scholar 

  • Trigo RM, Osborn TJ, Corte-Real JM (2002) The North Atlantic Oscillation influence on Europe: climate impacts and associated physical mechanisms. Clim Res 20:9–17

    Article  Google Scholar 

  • Wild M, Gilgen H, Roesch A, Ohmura A, Long CN, Dutton EG, Forgan B, Kallis A, Russak V, Tsvetkov A (2005) From dimming to brightening: decadal changes in solar radiation at Earth’s surface. Science 308:847–850

    Article  Google Scholar 

  • Xoplaki E, Luterbacher J, Gonzalez-Rouco JF (2006) Mediterranean summer temperature and winter precipitation, large-scale dynamics, trends. Il Nuovo Cimento 29:45–54

    Google Scholar 

Download references

Acknowledgments

Thanks are due to the Agencia Estatal de Meteorología (AEMET) for facilitating the data and especially to Ms. Juana Arolo.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to R. Moratiel.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Moratiel, R., Soriano, B., Centeno, A. et al. Wet-bulb, dew point, and air temperature trends in Spain. Theor Appl Climatol 130, 419–434 (2017). https://doi.org/10.1007/s00704-016-1891-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00704-016-1891-x

Keywords

Navigation