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Analysis and modeling of extreme temperatures in several cities in northwestern Mexico under climate change conditions

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Abstract

The generalized extreme value distribution is applied in this article to model the statistical behavior of the maximum and minimum temperature distribution tails in four cities of Baja California in northwestern Mexico, using data from 1950–2010. The approach used of the maximum of annual time blocks. Temporal trends were included as covariates in the location parameter (μ), which resulted in significant improvements to the proposed models, particularly for the extreme maximum temperature values in the cities of Mexicali, Tijuana, and Tecate, and the extreme minimum temperature values in Mexicali and Ensenada. These models were used to estimate future probabilities over the next 100 years (2015–2110) for different time periods, and they were compared with changes in the extreme (P90th and P10th) percentiles of maximum and minimum temperature scenarios for a set of six general circulation models under low (RCP4.5) and high (RCP8.5) radiative forcings. By the end of the twenty-first century, the scenarios of the changes in extreme maximum summer temperature are of the same order in both the statistical model and the high radiative scenario (increases of 4–5 °C). The low radiative scenario is more conservative (increases of 2–3 °C). The winter scenario shows that minimum temperatures could be less severe; the temperature increases suggested by the probabilistic model are greater than those projected for the end of the century by the set of global models under RCP4.5 and RCP8.5 scenarios. The likely impacts on the region are discussed.

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References

  • Alexander LV, Zhang X, Peterson TC, Caesar J, Gleason B, Klein Tank AMG, Haylock M, Collins D, Trewin B, Rahimzadeh F, Tagipour A, Rupa Kumar K, Revadekar J, Griffiths G, Vincent L, Stephenson DB, Burn J, Aguilar E, Brunet M, Taylor M, New M, Zhai P, Rusticucci M, Vazquez-Aguirre JL (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res 111, D05109

    Google Scholar 

  • Beniston M, Stephenson DB, Christensen OB, Ferro CAT, Frei C, Goyette S, Halsnaes K, Holt T, Jylhä K, Koffi B, Palutikof J, Schöll R, Semmler T, Woth K (2007) Future extreme events in European climate: an exploration of regional climate model projections. Clim Chang 81:S71–S95

    Article  Google Scholar 

  • Cavazos T, Arriaga-Ramirez S (2012) Downscaled climate change scenarios for Baja California and the North American monsoon. J Clim. doi:10.1175/JCLI-D-11-00425.1

    Google Scholar 

  • Cavazos T, Rivas D (2004) Variability of extreme precipitation events in Tijuana, Mexico. Clim Res 25:229–243

    Article  Google Scholar 

  • Christensen N, Lettenmaier DP (2006) A multimodel ensemble approach to assessment of climate change impacts on the hydrology. Hydrol Earth Syst Sci Discuss 3:3727–3770

    Article  Google Scholar 

  • Christoph S, Gerd J (2004) Hot news from summer 2003. Nature 432:559–560

    Article  Google Scholar 

  • Coles S (2003) An Introduction to Statistical Modeling of Extreme Values. Springer series in Statistics, 2nd edn, London

  • Constantino BG (2011) Modeling extreme minimum air temperature series under climate change conditions. Ciencia Rural 41:1877–1883

    Article  Google Scholar 

  • Deguenon J, Barbulescu A (2011) Study of extreme rainfall using GPD model. Int J Math Comput 11:28–37

    Google Scholar 

  • Ding T, Qian W, Yan Z (2009) Changes in hot days and heat waves in China during 1961–2007. Int J Climatol. doi:10.1002/joc.1989

    Google Scholar 

  • Dixon P, Ellison A, Gotelli N (2005) Improving the precision of estimates of the frequency of rare events. Ecology 86:1114–1123

    Article  Google Scholar 

  • Duffy PB, Tebaldi C (2012) Increasing prevalence of extreme summer temperatures in the US. Clim Chang 111:487–495

    Article  Google Scholar 

  • Easterling D, Evans J, Groissman P, Karl R, Kunkel E, Ambenje P (2000) Observed variability and trends in extreme climate events: a brief review. Bull Am Meteorol Soc 81:417–425

    Article  Google Scholar 

  • Englehart PJ, Douglas A (2005) Changing behavior in the diurnal range of surface air temperatures over Mexico. Geophys Res Lett 32, L01701

    Article  Google Scholar 

  • Frías MD, Mínguez R, Gutiérrez JM, Méndez FJ (2012) Future regional projections of extreme temperatures in Europe: a nonstationary seasonal approach. Clim Chang 113:371–392

    Article  Google Scholar 

  • Furió D, Meneu V (2011) Analysis of extreme temperatures for four sites across Peninsular Spain. Theor Appl Climatol 104:83–89

    Article  Google Scholar 

  • García-Cueto OR, Santillán-Soto N (2012) Modeling extreme climate events: two case studies in Mexico. In: Druyan ML (ed) Climate Models. Intech Publishing, Croatia, pp 137–160

    Google Scholar 

  • Garcia-Cueto OR, Tejeda-Martínez A, Bojórquez-Morales G (2009) Urbanization effects upon in the air temperature in Mexicali, Baja California, México. Atmosfera 22:349–365

    Google Scholar 

  • García-Cueto OR, Tejeda-Martínez A, Jáuregui E (2010) Heat waves and heat days in an arid city in the northwest of Mexico: current trends and in climate change scenarios. Int J Biometeorol 54:335–345

    Article  Google Scholar 

  • Gershunov A, Douville H (2008) Extensive summer hot and cold extremes under current and possible future climatic conditions: Europe and North America. In H. Diaz and R. Murnane (Eds.), Climate Extremes and Society. Cambridge University Press

  • Gershunov A, Cayan RD, Iacobellis FS (2009) The great 2006 heat wave over California and Nevada: signal of an increasing trend. J Climate 22:6181–6203

    Article  Google Scholar 

  • Gilleland E, Katz R (2005). Tutorial for the extremes toolkit: weather and climate applications of extreme value statistics, http://www.assessesment.ucar.edu/toolkit

  • Gong YD, Zan ZY, Wang AJ (2004) Changes in extreme daily mean temperatures in summer in eastern China during 1955–2000. Theor Appl Climatol 77:25–37

    Article  Google Scholar 

  • Gutierrez-Ruacho OG, Brito-Castillo L, Díaz-Castro S, Watts C (2010) Trends in rainfall and extreme temperatures in northwestern Mexico. Clim Res 42:133–142

    Article  Google Scholar 

  • Herrera SS (2011) Cambio climático y comportamiento de elementos climáticos en Nuevo León, México. Dissertation, University of Nuevo León

  • IPCC (2002) IPCC Workshop on Changes in Extreme Weather and Climate Events. Beijing, China. Workshop Report

  • IPCC (2007) Climate Change 2007. Working Group I Contribution to the Fourth Assessment Report of the IPCC Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, p 996

    Google Scholar 

  • Katz WR, Brush SG, Parlange BM (2005) Statistics of extremes: modeling ecological disturbances. Ecology 86:1124–1134

    Article  Google Scholar 

  • Kharin VV, Zwiers FW, Zhang X, Hegerl GC (2007) Changes in temperature and precipitation extremes in the IPCC ensemble of global coupled model simulations. J Clim 18:1156–1173

    Article  Google Scholar 

  • Kjellström E, Bärring L, Jacob D, Jones R, Lenderink G, Schär C (2007) Modeling daily temperature extremes: recent climate and future changes over Europe. Clim Chang 81:249–265

    Article  Google Scholar 

  • Labajo JL, Labajo AL, Egido M, Martín Q, Morales C, Ortega MT (2012) Analysis of the maximum daily temperature evolution on the Spanish central plateau. Atmosfera 25:235–252

    Google Scholar 

  • Magaña V, Zermeño D, Neri C (2012) Climate change scenarios and potential impacts on water availability in northern Mexico. Clim Res 51:171–184

    Article  Google Scholar 

  • Mastrandrea MD, Tebaldi C, Snyder CW, Schneider SH (2011) Current and future impacts of extreme events in California. Clim Chang 109(Suppl 1):S43–S70

    Article  Google Scholar 

  • Meehl AG, Tebaldi C (2004) More intense, more frequent, and longer lasting heat waves in the twenty-first century. Science 305:994–997

    Article  Google Scholar 

  • Meehl G, Zwiers F, Evans J, Knutson T, Mearns L, Whetton P (2000) Trends in extreme weather and climate events: issues related to modeling extremes in projections of future climate change. Bull Am Meteor Soc 81:427–436

    Article  Google Scholar 

  • Mitchell TD, Jones PD (2005) An improved method of constructing a database of monthly climate observations and associated high-resolution grids. Int J Climatol 25:693–712

    Article  Google Scholar 

  • Müller P, Garret Ch, Henderson D (Eds.) (2007) Extreme Events. Proceedings Aha Huliko, Hawaiian Winter Workshop. US Office of Naval Research, School of Ocean and Earth Science and Technology and Department of Oceanography, University of Hawaii. SOEST Special Publication

  • Naveau P, Nogaj M, Amman C, Yiou P, Cooley D, Jomelli V (2005) Statistical methods for the analysis of climate extremes. CR Geosci 337:1013–1022

    Article  Google Scholar 

  • Parmesan C, Root T, Willig M (2000) Impacts of extreme weather and climate on terrestrial biota. Bull Am Meteorol Soc 81:443–450

    Article  Google Scholar 

  • Pavía EG, Graef F, Reyes J (2008) Annual and seasonal surface air temperature trends in México. Int J Climatol 29:1324–1329

    Article  Google Scholar 

  • Peralta-Hernández AR, Balling RC Jr, Barba-Martínez LR (2009) Analysis of near-surface diurnal temperature variations and trends in southern Mexico. Int J Climatol 29:205–209

    Article  Google Scholar 

  • R Development Core Team (2010) A language and environment for statistical computing. R Foundation for Statistical Computing. http://www.R-project.org.

  • Ríos-Alejandro J (2011) Temperaturas extremas en la ciudad de Monterrey N.L. México. Rev Chapingo 17:225–230

    Google Scholar 

  • Rusticucci M, Barrucand M (2004) Observed trends and changes in temperature extremes over Argentina. J Clim 17:4099–4107

    Article  Google Scholar 

  • Schär C, Luigi VP, Lüthi D, Frei C, Häberli C, Liniger MA, Appenzeller C (2004) The role of increasing temperature variability in European summer heat waves. Nature 427:332–336

    Article  Google Scholar 

  • Smith RL (1985) Maximum likelihood estimation in a class of nonregular cases. Biometrika 72:67–90

    Article  Google Scholar 

  • Smith RL (1989) Extreme value analysis of environmental time series: an application to trend detection in ground-level ozone. Stat Sci 4:367–377

    Article  Google Scholar 

  • Taylor KE, Stouffer RJ, Meehl GA (2011) An overview of the CMIP5 and the experiment design. Bull Amer Meteorol Soc 4:485–498

    Google Scholar 

  • Tejeda-Martínez A, Conde-Álvarez C, Valencia-Treviso LE (2008) Climate change scenarios of extreme temperatures and atmospheric humidity for México. Atmosfera 21:357–372

    Google Scholar 

  • Tencer B, Rusticucci M (2012) Analysis of interdecadal variability of temperature extremes events in Argentina applying EVT. Atmosfera 25:327–337

    Google Scholar 

  • Tsz-cheung L, Chan Kin-yu C, Wing-lui G (2011) Projection of extreme temperatures in Hong Kong in the twenty-first century. Acta Meteorol Sinica 25:1–20

    Article  Google Scholar 

  • Unkašević M, Tošić I (2009) Changes in extreme daily winter and summer temperatures in Belgrade. Theor Appl Climatol 95:27–38

    Article  Google Scholar 

  • Unkašević M, Vujović D, Tošić I (2005) Trends in extreme temperatures at Belgrade. Theor Appl Climatol 82:199–205

    Article  Google Scholar 

  • Van de Vyver H (2012) Evolution of extreme temperatures in Belgium since the 1950s. Theor Appl Climatol 107:113–129

    Article  Google Scholar 

  • Vázquez-Aguirre JL, Brunet M, Jones PD (2008) Cambios observados en los extremos climáticos de temperatura y precipitación en el estado de Veracruz, México, a partir de datos diarios. In: Sigró Rodríguez J, Brunet India M y, Aguilar E (eds) Cambio climático regional y sus impactos. Publicaciones de la Asociación Española de Climatología, Serie A, no. 6. Artyplan, Tarragona, España, p 823

    Google Scholar 

  • Wang X, Feng Y (2010) RHtestsV3 User Manual. Climate Research Division. Atmospheric Science and Technology Directorate. Science and Technology Branch, Environment Canada, p 24 [Available online at http://cccma.seos.uvic.ca/ETCCDMI/software.shtml]

  • Weiss JL, Overpeck JTM (2005) Is the Sonoran desert losing its cool? Glob Chang Biol 11:2065–2077

    Article  Google Scholar 

  • Yan Z, Jones PD, Davies TD, Moberg A, Bergström H, Camuffo D, Cocheo C, Maugeri M, Demarée GR, Verhoeve T, Thoen E, Barriendos M, Rodríguez R, Martín-Vide J, Yang C (2002) Trends of extreme temperatures in Europe and China based on daily observations. Clim Change 53:355–392

    Article  Google Scholar 

  • Zhang X, Yang F (2004) RClimDex (1.0) User Manual. Climate Research Branch Environment Canada, p 22 [Available online at http://cccma.seos.uvic.ca/ETCCDI/software.shtml]

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Acknowledgments

We are grateful to the Department of Physical Oceanography at the Center of Scientific Research and Higher Education of Ensenada because this work was carried out while the first author was on sabbatical at that institution. We thank Manuel Colima, engineer from the National Water Commission, for providing the temperature data. This project was partially funded by projects supported by the National Council on Science and Technology/Environmental and Natural Resources Department (Consejo Nacional de Ciencia y Tecnología/Secretaría de Medio Ambiente y Recursos Naturales—CONACyT/SEMARNAT), the National Institute of Ecology (INE), and the Network of Disasters Associated with Hydrometeorological and Climate Phenomena (Red de Desastres Asociados a Fenómenos Hidrometeorológicos y Climáticos—REDESClim).

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Correspondence to O. Rafael García-Cueto.

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García-Cueto, O.R., Cavazos, M.T., de Grau, P. et al. Analysis and modeling of extreme temperatures in several cities in northwestern Mexico under climate change conditions. Theor Appl Climatol 116, 211–225 (2014). https://doi.org/10.1007/s00704-013-0933-x

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  • DOI: https://doi.org/10.1007/s00704-013-0933-x

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