Abstract
In the context of climatic temperature studies, more often than not a time series is affected by artificial inhomogeneities. To overcome such limitation, we propose a new simple methodology in which promising results point not only toward the detection of unknown inhomogeneous periods but also toward the possibility of reconstructing the uncertain portion of the series. It is based on a parsimonious statistical downscaling (Multiple Linear Regression) of the large-scale 20CR reanalysis data. This method is successfully applied upon two long-range temperature series from a couple of centennial observatories (Ebre and Fabra, NE of Spain) which do not have nearby suitable temperature series to compare with. Results of trend analysis point to a clear signal of warming, with a larger rate of increase for the maximum temperature (respect to the minimum one), for the more recent decades (respect to the whole available period), and for the original series (respect to the reconstructed ones).
Similar content being viewed by others
References
Aguilar E, Auer I, Brunet M, Peterson TC, Wieringa J (2003) Guidelines on climate metadata and homogenization. Technical report WMO/TD–no. 118, WMO
Alexandersson H (1986) A homogeneity test applied to precipitation data. J Climatol 6(6):661–675
Benestad R, Hanssen-Bauer I, Chen D (2008) Empirical-statistical downscaling. World Scientific Publishers, Singapore
Bengtsson L, Hagemann S, Hodges KI (2004) Can climate trends be calculated from reanalysis data? J Geophys Res 109(D11):1–8
Brohan P, Kennedy J, Harris I, Tett S, Jones P (2006) Uncertainty estimates in regional and global observed temperature changes: a new dataset from 1850. J Geophys Res 111(D12106):1–21. doi:10.1029/2005JD006548
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(D12):1–28
Buishand T (1982) Some methods for testing homogeneity of rainfall records. J Hydrol 58:11–27
Calmanti S, Motta L, Turco M, Provenzale A (2007) Impact of climate variability on alpine glaciers in northwestern Italy. Int J Climatol 27(15):2041–2053
Compo GP, Whitaker JS, Sardeshmukh PD (2006) Feasibility of a 100-year reanalysis using only surface pressure data. Bull Am Meteorol Soc 87(2):175
Compo GP, Whitaker JS, Sardeshmukh PD, Matsui N, Allan RJ, Yin X, Gleason BE, Vose RS, Rutledge G, Bessemoulin P, Brönnimann S, Brunet M, Crouthamel RI, Grant AN, Groisman PY, Jones PD, Kruk MC, Kruger AC, Marshall GJ, Maugeri M, Mok HY, Nordli Ø, Ross TF, Trigo RM, Wang XL, Woodruff SD, Worley SJ (2011) The twentieth century reanalysis project. Q J R Meteorol Soc 137(654):1–28
Conrad V, Pollak LW (1950) Methods in climatology. Harvard University Press, Cambridge, p 459
Curto JJ, Also E, Pallé E, Solé JG (2009) Sunshine and synoptic cloud observations at Ebro Observatory, 1910–2006. Int J Climatol 29(14):2183–2190
Dee DP, Källén E, Simmons AJ, Haimberger L (2011) Comments on reanalyses suitable for characterizing long-term trends. Bull Am Meteorol Soc 92(1):65–70
Ducré-Robitaille J-F, Vincent LA, Boulet G (2003) Comparison of techniques for detection of discontinuities in temperature series. Int J Climatol 23(9):1087–1101
Efthymiadis D, Goodess CM, Jones PD (2011) Trends in Mediterranean gridded temperature extremes and large-scale circulation influences. Nat Hazards Earth Syst Sci 11(8):2199–2214
Fall S, Niyogi D, Gluhovsky A, Pielke RA, Kalnay E, Rochon G (2010) Impacts of land use land cover on temperature trends over the continental United States: assessment using the North American Regional Reanalysis. Int J Climatol 30(13):1980–1993
Ferguson CR, Villarini G (2012) Detecting inhomogeneities in the Twentieth Century Reanalysis over the central United States. J Geophys Res 117(D05123):1–11
Fowler HJ, Blenkinsop S, Tebaldi C (2007) Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling. Int J Climatol 27(12):1547–1578, General Assembly of the European-Geosciences-Union, Vienna, Austria, APR, 2006
Franke J, González-Rouco JF, Frank D, Graham NE (2010) 200 years of European temperature variability: insights from and tests of the proxy surrogate reconstruction analog method. Clim Dyn 37(1–2):133–150
Graham NE, Hughes MK, Ammann CM, Cobb KM, Hoerling MP, Kennett DJ, Kennett JP, Rein B, Stott L, Wigand PE, Xu T (2007) Tropical Pacific–Mid-Latitude teleconnections in medieval times. Clim Chang 83(1–2):241–285
Haimberger L (2007) Homogenization of radiosonde temperature time series using innovation statistics. J Clim 20(7):1377–1403
Huth R (1999) Statistical downscaling in central Europe: evaluation of methods and potential predictors. Clim Res 13:91–101
Huth R (2002) Statistical downscaling of daily temperature in central Europe. J Clim 15(13):1731–1742
Kalnay E, Cai M (2003) Impact of urbanization and land-use change on climate. Nature 423(6939):528–531
Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woollen J, Zhu Y, Leetmaa A, Reynolds R, Chelliah M, Ebisuzaki W, Higgins W, Janowiak J, Mo KC, Ropelewski C, Wang J, Jenne R, Joseph D (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77(3):437–471
Kalnay E, Cai M, Li H, Tobin J (2006) Estimation of the impact of land-surface forcings on temperature trends in eastern United States. J Geophys Res 111(D6):1–13
Klok EJ, Klein Tank AMG (2009) Updated and extended european dataset of daily climate observations. Int J Climatol 29(8):1182–1191
Llebot J (2010) El canvi Climàtic a Catalunya. 2n informe del grup d'experts en canvi climátic de Catalunya. Generalitat de Catalunya, pp 1–32
Maraun D, Wetterhall F, Ireson AM, Chandler RE, Kendon EJ, Widmann M, Brienen S, Rust HW, Sauter T, Themessl M, Venema VKC, Chun KP, Goodess CM, Jones RG, Onof C, Vrac M, Thiele-Eich I (2010) Precipitation downscaling under climate change: recent developments to bridge the gap between dynamical downscaling models and the end user. Rev Geophys 48:1–34
Menne MJ, Williams CN (2009) Homogenization of temperature series via pairwise comparisons. J Clim 22(7):1700–1717
Onogi K, Tsutsui J, Koide H, Sakamoto M, Kobayashi S, Hatsushika H, Matsumoto T, Yamazaki N, Kamahori H, Takahashi K, Kadokura S, Wada K, Kato K, Oyama R, Ose T, Mannoji N, Taira R (2007) The JRA-25 reanalysis. J Meteorol Soc Jpn 85(3):369–432
Peterson TC, Easterling DR, Karl TR, Groisman P, Nicholls N, Plummer N, Torok S, Auer I, Boehm R, Gullett D, Vincent L, Heino R, Tuomenvirta H, Mestre O, Szentimrey T, Salinger J, FØrland , Hanssen-Bauer I, Alexandersson H, Jones P, Parker D (1998) Homogeneity adjustments of in situ atmospheric climate data: a review. Int J Climatol 18(13):1493–1517
Pettitt A (1979) A non-parametric approach to the change-point detection. Appl Stat 28:126–135
Pielke R, Nielsen-Gammon J, Davey C, Angel J, Bliss O, Doesken N, Cai M, Fall S, Niyogi D, Gallo K, Hale R, Hubbard KG, Lin X, Li H, Raman S (2007a) Documentation of Uncertainties and biases associated with surface temperature measurement sites for climate change assessment. Bull Am Meteorol Soc 88(6):913
Pielke RA, Davey CA, Niyogi D, Fall S, Steinweg-Woods J, Hubbard K, Lin X, Cai M, Lim Y-K, Li H, Nielsen-Gammon J, Gallo K, Hale R, Mahmood R, Foster S, McNider RT, Blanken P (2007b) Unresolved issues with the assessment of multidecadal global land surface temperature trends. J Geophys Res 112(D24):1–26
Prohom M, Herrero M (2008) Towards the creation of a climatic database for Catalonia (18th to 21st centuries). Tethys J Weather Clim West Mediterr 5:3–11
Prohom Duran MJ, Puertas Castro A, Gázquez Picó A (2009) La sèrie de temperatura de l’Observatori Fabra (1913–2008): Anàlisi de qualitat, homogeneïtat i tendències. In: XV Jornades de Meteorologia Eduard Fontserè, pp 41–50
Reeves J, Chen J, Wang XL, Lund R, Lu QQ (2007) A review and comparison of changepoint detection techniques for climate data. J Appl Meteorol Climatol 46(6):900–915
Seguí-Grau J (2003) Análisis de la Serie de Temperatura del Observatorio del Ebro (1894–2002). Technical report, Observatori de l’Ebre, Roquetes (Tarragona)
Sturaro G (2003) A closer look at the climatological discontinuities present in the NCEP/NCAR reanalysis temperature due to the introduction of satellite data. Clim Dyn 21(3–4):309–316
Timbal B, Dufour A, McAvaney B (2003) An estimate of future climate change for western france using a statistical downscaling technique. Clim Dyn 20(7–8):807–823
Timbal B, Fernandez E, Li Z (2009) Generalization of a statistical downscaling model to provide local climate change projections for Australia. Environ Model Softw 24(3):341–358
Toreti A, Kuglitsch FG, Xoplaki E, Della-Marta PM, Aguilar E, Prohom M, Luterbacher J (2010) A note on the use of the standard normal homogeneity test to detect inhomogeneities in climatic time series. Int J Climatol 31(4):630–632
Uppala S, P Kallberg, Simmons A, Andrae U, Bechtold V, Fiorino M, Gibson J, Haseler J, Hernandez A, Kelly G, Li X, Onogi K, Saarinen S, Sokka N, Allan R, Andersson E, Arpe K, Balmaseda M, Beljaars A, VanDe Berg L, Bidlot J, Bormann N, Caires S, Chevallier F, Dethof A, Dragosavac M, Fisher M, Fuentes M, Hagemann S, Holm E, Hoskins B, Isaksen L, Janssen P, Jenne R, McNally A, Mahfouf J, Morcrette J, Rayner N, Saunders R, Simon P, Sterl A, Trenberth K, Untch A, Vasiljevic , Viterbo P, Woollen J (2005) The ERA-40 re-analysis. Q J R Meteorol Soc 131(612, Part B):2961–3012
Vincent La (1998) A technique for the identification of inhomogeneities in Canadian temperature series. J Clim 11(5):1094–1104
Von Neumann J (1941) Distribution of the ratio of the mean square successive difference to the variance. Ann Math Stat 13:367–395
Von Storch H, Zwiers FW (1999) Statistical analysis in climate research. Cambridge University Press, Cambridge
Wijngaard J, Klein Tank A, Können G (2003) Homogeneity of 20th century European daily temperature and precipitation series. Int J Climatol 23(6):679–692
Wilby R, Charles S, Zorita E, Timbal B (2004) Guidelines for use of climate scenarios developed from statistical downscaling methods. Technical report, IPCC
Wilks DS (2006) Statistical methods in the atmospheric sciences. Academic Press, Burlington, p 627
Acknowledgments
This work was supported by esTcena project (Exp. 200800050084078), a strategic action from Plan Nacional de I+D+i 2008–2011 funded by the Spanish Ministry of Medio Ambiente y Medio Rural y Marino. We are most grateful to AEMET, the Ebre Observatory and the Reial Academia de Ciències i Arts de Barcelona for the data and metadata support. Special thanks to Dr. Prohom, Dr. van der Schrier and Mr. Solé for their helpful discussions on the matter.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Turco, M., Marcos, R., Quintana-Seguí, P. et al. Testing instrumental and downscaled reanalysis time series for temperature trends in NE of Spain in the last century. Reg Environ Change 14, 1811–1823 (2014). https://doi.org/10.1007/s10113-012-0363-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10113-012-0363-9