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Extreme normalised residuals of daily temperatures in Catalonia (NE Spain): sampling strategies, return periods and clustering process

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Abstract

Extreme normalised residuals, defined as departures from the average values, of 65 daily maximum, T max, and minimum, T min, temperature series recorded in Catalonia (NE Spain) during 1950–2004 are analysed. Similarly to the sampling strategies applied to long dry spells, the partial duration series (PDS) offer some advantages in comparison with the annual extreme series. Instead of using a common percentile threshold for all temperature series, PDS are chosen according to the mean excess plot procedure. Series of extreme residuals are modelled, in terms of the L-moments formulation, by the generalised Pareto distribution. Extreme residuals of T max and T min are estimated for return periods ranging from 2 to 50 years and their spatial distribution is represented for selected return periods of 2, 5, 10, 25 and 50 years. Two daily extreme temperatures events, a hot episode (in August) and a cold episode (in February), are simulated taking into account the average T max (T min) for a day in August (February), their standard deviations and the extremes for a 50-year return period. Both simulations are compared with outstanding real episodes recorded on August 13th 2003 and February 11th 1956. Additionally, a spatial regionalisation of Catalonia in several clusters, in terms of the extreme residuals for return periods from 2 to 50 years, is done. A principal component analysis is applied to the extreme residual curves characterising every temperature series and, using as variables the principal components, the regionalisation is obtained by applying the average linkage clustering algorithm. Finally, each cluster is characterised by its average extreme residual curve for return periods ranging from 2 to 50 years at 1-year interval.

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References

  • Beguería S (2005) Uncertainties in partial duration series modelling of extremes related to the choice of the threshold value. J Hydrol 303:215–230

    Article  Google Scholar 

  • Black E, Sutton R (2007) The influence of oceanic conditions on the hot European summer of 2003. Clim Dyn 28:53–66

    Article  Google Scholar 

  • Black E, Blackburn M, Harrison G, Hoskins B, Methven J (2004) Factors contributing to the summer 2003 European heatwave. Weather 59:217–223

    Article  Google Scholar 

  • Bryant E (1997) Climate process and change. Cambridge University Press, Cambridge, p 209

    Google Scholar 

  • Burgueño A, Lana X, Serra C (2002) Significant hot and cold events at the Fabra Observatory, Barcelona (NE Spain). Theor Appl Climatol 71:141–156

    Article  Google Scholar 

  • Burt S (2004) The August 2003 heatwave in the United Kingdom: part 1—maximum temperatures and historical precedents. Weather 59:199–208

    Article  Google Scholar 

  • Capel JJ (2000) El clima de la Península Ibérica, Ed. Ariel, Barcelona, 281 pp

  • Chase TN, Wolter K, Pielke RA Sr, Rasool I (2006) Was the 2003 European summer heat wave unusual in a global context? Geophys Res Lett 33:L23709. doi:10.1029/2006GL027470

    Article  Google Scholar 

  • Colacino M, Conte M (1995) Heat waves in the Central Mediterranean. A synoptic climatology. Il Nuovo Cimento 18C:295–304

    Google Scholar 

  • Coles S (2001) An introduction to statistical modeling of extreme events. Springer series in statistics. Springer, London, p 208

    Google Scholar 

  • Essenwanger OM (1986) Elements of statistical analysis. World survey in climatology, 1B. Elsevier, Amsterdam, p 424

    Google Scholar 

  • Ferranti L, Viterbo P (2006) The European Summer of 2003: sensitivity to soil water initial conditions. J Clim 19:3659–3679

    Article  Google Scholar 

  • Gázquez A, Prohom M (2003) L’estiu de 2003 a l’Observatori Fabra. Comparativa amb la sèrie 1914–2003. Penell 16:10–12

    Google Scholar 

  • Greenwood JA, Landwehr JM, Matalas NC, Wallis JR (1979) Probability weighted moments: definition and relation to parameters of several distributions expressable in inverse form. Water Resour Res 15:1049–1054

    Article  Google Scholar 

  • Hirschi JJM, Sinha B (2007) Negative NAO and cold Eurasian winters: how exceptional was the winter of 1962/1963? Weather 62:43–45

    Article  Google Scholar 

  • Hosking JRM, Wallis JR (1997) Regional frequency analysis. An approach based on L-moments. Cambridge University Press, Cambridge, p 244

    Book  Google Scholar 

  • Jury MR, Parker B (1998) A cold winter over the South-African Highveld. Pattern-recognition and preliminary models. South Afr J Science 94(10):473–481

    Google Scholar 

  • Kalkstein LS, Tang G, Skindlov JA (1987) An evaluation of three clustering procedures for use in synoptic climatological classifications. J Clim Appl Meteorol 26:717–730

    Article  Google Scholar 

  • Kunkel KE, Pielke RA, Changnon SA (1999) Temporal fluctuations in weather and climate extremes that cause economic and human health impacts: a review. Bull Am Meteorol Soc 80:1077–1098

    Article  Google Scholar 

  • Lana X, Fernández-Mills G (1994) Minimum sample size for synoptic weather type classification. Application to winter period data recorded in the Catalan coast (NE–Spain). Int J Climatol 14:1051–1060

    Article  Google Scholar 

  • Lana X, Martínez MD, Burgueño A, Serra C, Martín-Vide J, Gómez L (2006a) Distributions of long dry spells in the Iberian Peninsula, years 1951–1990. Int J Climatol 26:1999–2021

    Article  Google Scholar 

  • Lana X, Burgueño A, Martínez MD, Serra C (2006b) Statistical distribution and sampling strategies for the analysis of extreme dry spells in Catalonia (NE Spain). J Hydrol 324:94–114

    Article  Google Scholar 

  • Lana X, Martínez MD, Burgueño A, Serra C (2008) Statistics of hot and cold events in Catalonia (NE Spain) for the recording period 1950–2004. Theor Appl Climatol. doi:10.1007/s00704-008-0052-2

    Google Scholar 

  • LeBoutillier DW, Waylen PR (1988) Stochastic analyses and cold spells. J Appl Meteor 27:67–76

    Article  Google Scholar 

  • Macchiato M, Serio C, Lapenna V, La Rotonda L (1993) Parametric time series analysis of cold and hot spells in daily temperatures: an application in Southern Italy. J Appl Meteor 32:1270–1281

    Article  Google Scholar 

  • Machado Trigo R, García-Herrera R, Díaz J, Franco Trigo I, Valente MA (2005) How exceptional was the early August 2003 heatwave in France? Geophys Res Lett 32:L10701. doi:10.1029/2005GL022410

    Article  Google Scholar 

  • Martínez MD, Serra C, Burgueño A, Lana X (2009) Time trends of daily maximum and minimum temperatures in Catalonia (NE Spain) for the period 1975–2004. Int J Climatol. doi:10.1002/joc.1884

  • Meehl GA, Tebaldi C (2004) More intense, more frequent and longer lasting heat waves in the 21st century. Science 305:994–997

    Article  Google Scholar 

  • North GR, Bell TL, Callahan RF (1982) Sampling errors in the estimation of empirical orthogonal functions. Mon Weather Rev 110:699–706

    Article  Google Scholar 

  • Olcina J (1994) Riesgos climáticos en la Península Ibérica. Acción Divulgativa S.L, Madrid, p 440

    Google Scholar 

  • Preisendorfer RW (1988) Principal components analysis in climatology and meteorology. Elsevier, Amsterdam, p 425

    Google Scholar 

  • Raso JM (1999) Temperaturas extremas y mortalidad Barcelona. In: La Climatología Española en los Albores del Siglo XXI. II Congreso de la Asociación Española de Climatología. Publicaciones de la A.E.C. A(1), 459–468

  • Richman MB (1986) Rotation of principal components. J Climatol 6:293–333

    Article  Google Scholar 

  • Schär C, Vidale PL, Lüthl D, Frei C, Häberli C, Liniger MA, Appenzeller C (2004) The role of increasing temperature variability in European summer heatwaves. Nature 427:332–336

    Article  Google Scholar 

  • Stott PA, Stone DA, Allen MR (2004) Human contribution to the European heatwave of 2003. Nature 432:610–614

    Article  Google Scholar 

  • Sutton RT, Hodson DLR (2005) Atlantic ocean-forcing of North American and European summer climate. Science 309:115–118

    Article  Google Scholar 

  • Trigo RM, Pereira JMC, Pereira MG, Mota B, Calado TJ, Dacamara CC, Santo FE (2006) Atmosphere conditions associated with the exceptional fire season of 2003 in Portugal. Int J Climatol 26:1741–1757

    Article  Google Scholar 

  • Wagner D (1999) Assessment of the probability of extreme weather events and their potential effects in large conurbations. Atmos Environ 33(24–25):4151–4155

    Article  Google Scholar 

Download references

Acknowledgements

We are indebted to the Agencia Estatal de Meteorología (Ministry of Environment, Spanish Government) and the Fabra Observatory (Reial Acadèmia de Ciències i Arts de Barcelona) who have compiled the temperature records and gently transferred the database to the authors.

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Authors and Affiliations

  1. Departament de Física i Enginyeria Nuclear, Universitat Politècnica de Catalunya, Av. Diagonal, 647, 08028, Barcelona, Spain

    C. Serra & X. Lana

  2. Departament de Física Aplicada, Universitat Politècnica de Catalunya, Av. Diagonal, 649, 08028, Barcelona, Spain

    M. D. Martínez

  3. Departament d’Astronomia i Meteorologia, Facultat de Física, Universitat de Barcelona, C/Martí i Franqués 1, 08028, Barcelona, Spain

    A. Burgueño

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  1. C. Serra
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  2. M. D. Martínez
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  3. X. Lana
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  4. A. Burgueño
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Correspondence to X. Lana.

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Serra, C., Martínez, M.D., Lana, X. et al. Extreme normalised residuals of daily temperatures in Catalonia (NE Spain): sampling strategies, return periods and clustering process. Theor Appl Climatol 101, 1–17 (2010). https://doi.org/10.1007/s00704-009-0172-3

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  • DOI: https://doi.org/10.1007/s00704-009-0172-3

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