Abstract
According to the intergovernmental panel on climate change, Northern Chile will be one of the most affected territories by changes in the atmospheric dynamics in next years. These climate change effects will be noticed in several ways, and temperatures will be one of the most sensitive variables to these changes, and with high importance because of their relationship with the hydrological cycle in one of the most arid regions in the world. Extreme temperatures of 77 observatories have been analysed by the calculation of 14 indices and their temporal trends. Also, the relationship of these indices between them, between observatories, with elevation and latitude has been taken into consideration, while they imply significant differences of the behaviour of the analysed indices. The results showed general warming trends but with particular differences depending on the behaviour of minimum temperatures. Examining the relationship between the indices and elevation, it appears that this variable has more implications in minimum temperatures. The analysis showed significant correlations also between the indices and latitude, agreeing with not evident general warming trends in the intertropical area of Northern Chile. Considering the different behaviours of the trends and their relationships with latitude and elevations, it has to be analysed in the future the possible existing relations with the spatial and temporal changes in the hydrological cycle such as precipitations.
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Abatan AA, Abiodun BJ, Gutowski WJ Jr, Rasaq-Balogun SO (2017) Trends and variability in absolute indices of temperature extremes over Nigeria: linkage with NAO. Int J Climatol. https://doi.org/10.1002/joc.5196
Alexandersson H (1986) A homogeneity test applied to precipitation data. Int J Climatol 6:661–675. https://doi.org/10.1002/joc.3370060607
Barkhordarian A, von Storch H, Zorita E, Loikith PC, Mechoso CR (2017) Observed warming over northern South America has an anthropogenic origin. Clim Dyn. https://doi.org/10.1007/s00382-017-3988-z
Beniston M, Diaz HF, Bradley RS (1997) Climatic change at high elevation sites: an overview. In: Diaz HF, Beniston M, Bradley RS (eds) Climatic change at high elevation sites. Springer, Dordrecht. https://doi.org/10.1007/978-94-015-8905-5_1
Bennett M, New M, Marino J, Sillero-Zubiri C (2016) Climate complexity in the Central Andes: a study case on empirically-based local variations in the dry Puna. J Arid Environ 128:40–49. https://doi.org/10.1016/j.jaridenv.2016.01.004
Berger A, Yin Q, Nifenecker H, Poitou J (2017) Slowdown of global surface air temperature increase and acceleration of ice melting. Earths Future. https://doi.org/10.1002/2017EF000554
Berman AL, Silvestri G, Compagnucci R (2013) On the variability of seasonal temperature in southern South America. Clim Dyn 40:1863–1878. https://doi.org/10.1007/s00382-012-1596-5
Burger F, Brock B, Montecinos A (2018) Seasonal and elevational contrasts in temperature trends in Central Chile between 1979 and 2015. Gobal Planet Change. https://doi.org/10.1016/j.gloplacha.2018.01.005
Cai D, You Q, Fraedrich K, Guan Y (2017) Spatiotemporal temperature variability over the tibetan plateau: altitudinal dependence associated with the global warming hiatus. J Clim 30:969–984. https://doi.org/10.1175/JCLI-D-16-0343.1
Caloiero T (2016) Trend of monthly temperature and daily extreme temperature during 1951–2012 in New Zealand. Theor Appl Climatol. https://doi.org/10.1007/s00704-016-1764-3
Caloiero T, Coscarelli R, Ferrari E, Sirangelo B (2017) Trend analysis of monthly mean values and extreme indices of daily temperature in a region of southern Italy. Int J Climatol. https://doi.org/10.1002/joc.5003
Cowtan K, Way RG (2014) Coverage bias in the HadCRUT4 temperature series and its impact on recent temperature trends. Q J Roy Meteor Soc 140:1935–1944. https://doi.org/10.1002/qj.2297
Donat M, Lowry A, Alexander L, O’Gorman P, Maher N (2016) More extreme precipitation in the world’s dry and wet regions. Nat Clim Change 6:508–513. https://doi.org/10.1038/NCLIMATE2941
Durán-Alarcón C, Gevaert CM, Mattar C, Jiménez-Muñoz JC, Pasapera-Gonzales JJ, Sobrino JA, Silvia-Vidal Y, Fashé-Raymundo O, Chavez-Espiritu TW, Santillan-Portilla N (2015) Recent trends on glacier area retreat over the group of Nevados Caullaraju-Pastoruri (Cordillera Blanca, Peru) using Landsat imagery. J S Am Earth Sci 59:19–26. https://doi.org/10.1016/j.jsames.2015.01.006
England MH, McGregor S, Spence P, Meehl GA, Timmermann A, Cai W, Gupta AS, McPhaden MJ, Purich A, Santoso A (2014) Recent intensification of wind-driven circulation in the Pacific and the ongoing warming hiatus. Nat Clim Change 4:222–227. https://doi.org/10.1038/nclimate2106
Falvey M, Garreaud RD (2009) Regional cooling in a warming world: recent temperature trends in the southeast Pacific and along the west coast of subtropical South America (1979–2006). J Geophys Res 114:D04102. https://doi.org/10.1029/2008JD010519
Feng R, Yu R, Zheng H, Gan M (2017) Spatial and temporal variations in extreme temperatures in Central Asia. Int J Climatol. https://doi.org/10.1002/joc.5379
Frich P, Alexander LV, Della-Marta P, Gleason B, Haylock M, Klein Tank AMG, Peterson T (2002) Observed coherent changes in climatic extremes during the second half of the twentieth century. Clim Res 19:193–212. https://doi.org/10.3354/cr019193
Gabaldón-Leal C, Ruiz-Ramos M, de la Rosa R, León L, Belaj A, Rodríguez A, Santos C, Lorite IJ (2017) Impact of changes in mean and extremes temperatures caused by climate change on olive flowering in southern Spain. Int J Climatol. https://doi.org/10.1002/joc.5048
Guan Y, Zhang X, Zheng F, Wang B (2015) Trends and variability of daily temperature extremes during 1960–2012 in the Yangtze River Basin, China. Global Planet Change 124:79–94. https://doi.org/10.1016/j.gloplacha.2014.11.008
Guemas V, Doblas-Reyes FJ, Andreu-Burillo I, Asif M (2013) Retrospective prediction of the global warming slowdown in the past decade. Nat Clim Change 3:649–653. https://doi.org/10.1038/nclimate1863
Guijarro JA (2016) Package “climatol” climate tools (series homogenization and derived products). https://CRAN.R-project.org/package=climatol
Guijarro JA (2018) Homogenization of climate series with Climatol. Last accessed: May 2018. http://www.climatol.eu/homog_climatol-en.pdf
Held IM, Soden BJ (2006) Robust responses of the hydrological cycle to global warming. J Climate 19:5686–5699. https://doi.org/10.1175/JCLI3990.1
IPCC (2013) Summary for policymakers, fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Jacques-Coper M, Brönnimann S (2014) Summer temperature in the eastern part of southern South America: its variability in the twentieth century and a teleconnection with Oceania. Clim Dyn 43:2111–2130. https://doi.org/10.1007/s00382-013-2038-8
Karl TR, Arguez A, Huang B, Lawrimore JH, McMahon JR, Menne MJ, Peterson TC, Vose RS, Zhang HM (2015) Possible artifacts of data biases in the recent global surface warming hiatus. Science 348(6242):1469–1472. https://doi.org/10.1126/science.aaa5632
Kattel DB, Yao T (2018) Temperature–topographic elevation relationship for high mountain terrain: an example from the southeastern Tibetan Plateau. Int J Climatol. https://doi.org/10.1002/joc.5418
Keellings D, Waylen P (2012) The stochastic properties of high daily maximum temperatures applying crossing theory to modelling high-temperature event variables. Theor Appl Climatol 108:579–590. https://doi.org/10.1007/s00704-011-0553-2
Kendall MG (1962) Rank correlation methods. Hafner Publishing Company, New York
Klein Tank AMG, Wijngaard JB, Koennen GP, Boehm R, Demaree G, Gocheva A, Mileta M, Pashiardis S, Hejkrlik L, Kern-Hansen C (2002) Daily surface air temperature and precipitation dataset 1901–1999 for European Climate Assessment (ECA). Int J Climatol 22(12):1441–1453. https://doi.org/10.1002/joc.773
Kosaka Y, Xie SP (2013) Recent global-warming hiatus tied to equatorial Pacific surface-cooling. Nature 501:403–407. https://doi.org/10.1038/nature12534
Labat D, Goddéris Y, Probst JL, Guyot JL (2004) Evidence for global runoff increase related to climate warming. Adv Water Resour 27:631–642. https://doi.org/10.1016/j.advwatres.2004.02.020
Lavado Casimiro WS, Labat D, Ronchail J, Espinoza JC, Guyot JL (2013) Trends in rainfall and temperature in the Peruvian Amazon-Andes basin over the last 40 years (1965–2007). Hydrol Process 41:2944–2957. https://doi.org/10.1002/hyp.9418
Liang K, Bai P, Li J, Liu C (2014) Variability of temperature extremes in the Yellow River basin during 1961-2011. Quat Int 336:52–64. https://doi.org/10.1016/j.quaint.2014.02.007
Mann HB (1945) Nonparametric tests against trend. Econometrica 13:245–259. https://doi.org/10.2307/1907187
Maraun D, Huth R, Gutiérrez JM, San Martín D, Dubrovsky M, Fischer A, Hertig E, Soares PMM, Bartholy J, Pongrácz R, Widmann M, Casado MJ, Ramos P, Bedia J (2017) The VALUE perfect predictor experiment: evaluation of temporal variability. Int J Climatol. https://doi.org/10.1002/joc.5222
Marengo JA, Pabón JD, Díaz A, Rosas G, Ávalos G, Montealegre E, Villacis M, Solman S, Rojas M (2011) Climate change: evidence and future scenarios for the Andean region. In: Herzog SK, Martínez R, Jørgensen PM, Tiessen H (eds) Climate change and biodiversity in the tropical andes. Inter-American Institute for Global Change Research SCOPE Publication, Sao Paulo, pp 110–127
Meehl GA, Arblaster JA, Fasullo JT, Hu A, Trenberth KE (2011) Model-based evidence of deep-ocean heat uptake during surface temperature hiatus periods. Nat Clim Change 1:360–364. https://doi.org/10.1038/nclimate1229
Meehl GA, Teng H, Arblaster JA (2014) Climate model simulations of the observed early-2000s hiatus of global warming. Nat Clim Change 4:898–902. https://doi.org/10.1038/nclimate2357
Otto A, Otto FEL, Boucher O, Church J, Hegerl G, Forster PM, Gillet NP, Gregory J, Johnson GC, Knutti R, Lewis N, Lohman U, Marotzke J, Myhre G, Shindell D, Stevens B, Allen MR (2013) Energy budget constraints on climate response. Nat Geosci 6:415–416. https://doi.org/10.1038/ngeo1836
Parak F, Roshani A, Rehmani MIA (2015) Trends and anomalies in daily climate extremes over Iran during 1961–2010. J Environ Agric Sci 2:11
Poveda G, Pineda K (2009) Reassessment of Colombia’s tropical glaciers retreat rates: are they bound to disappear during the 2010–2020 decade? Adv Geosci 22:107–116. https://doi.org/10.5194/adgeo-22-107-2009
Rabatel A, Francou B, Soruco A, Gomez J, Caceres B, Ceballos JL, Basantes R, Vuille M, Sicart JE, Huggel C, Scheel M, Lejeune Y, Arnaud Y, Collet M, Condom T, Consoli G, Favier V, Jomelli V, Galarraga R, Ginot P, Maisincho L, Mendoza J, Menegoz M, Ramirez E, Ribstein P, Suarez W, Villacis M, Wagnon P (2013) Current state of glaciers in the tropical Andes: a multi-century perspective on glacier evolution and climate change. Cryosphere 7:81–102. https://doi.org/10.5194/tc-7-81-2013
Rahimi M, Hejabi S (2017) Spatial and temporal analysis of trends in extreme temperature indices in Iran over the period 1960–2014. Int J Climatol. https://doi.org/10.1002/joc.5175
Rosenblüth B, Fuenzalida HA, Aceituno P (1997) Recent temperature variations in southern South America. Int J Climatol 17:67–85. https://doi.org/10.1002/(SICI)1097-0088(199701)17:1%3C67::AID-JOC120%3E3.0.CO;2-G
Salman SA, Shahid S, Ismail T, Chung ES, Al-Abadi AM (2017) Long-term trends in daily temperature extremes in Iraq. Atmos Res 198:97–107. https://doi.org/10.1016/j.atmosres.2017.08.011
Salmi T, Määttä A, Anttila P, Ruoho-Airola T, Amnell T (2002) Detecting trends of annual values of atmospheric pollutants by the Mann-Kendall test and Sen’s slope estimates the Excel template application MAKESENS. Ilmatieteen laitos, Meteorologiska Institutet, Finnish Meteorological Institute, Helsinki
Salzmann N, Huggel C, Rohrer M, Silverio W, Mark BG, Burns P, Portocarrero C (2013) Glacier changes and climate trends derived from multiple sources in the data scarce Cordillera Vilcanota region, southern Peruvian Andes. Cryosphere 7:103–118. https://doi.org/10.5194/tc-7-103-2013
Santer BD, Bonfils C, Painter JF, Zelinka MD, Mears C, Solomon S, Schmidt GA, Fyfe JC, Cole JNS, Nazarenko L, Taylor KE, Wentz FJ (2014) Volcanic contribution to decadal changes in tropospheric temperature. Nat Geosci 7:185–189. https://doi.org/10.1038/ngeo2098
Sarricolea P, Romero Aravena H (2015) Variabilidad y cambios climáticos observados y esperados en el Altiplano del norte de Chile. Rev Geogr Norte Gd 62:169–183
Sarricolea P, Herrera-Ossandon MJ, Meseguer-Ruiz O (2017) Climatic regionalisation of continental Chile. J Maps 13(2):66–73. https://doi.org/10.1080/17445647.2016.1259592
Schauwecker S, Rohrer M, Acuña D, Cochachin A, Dávila L, Frey H, Giráldez C, Gómez J, Huggel C, Jacques-Coper M, Loarte E, Salzmann N, Vuille M (2014) Climate trends and glacier retreat in the Cordillera Blanca, Peru, revisited. Global Planet Change 119:85–97. https://doi.org/10.1016/j.gloplacha.2014.05.005
Schauwecker S, Rohrer M, Huggel C, Endries J, Montoya N, Neukom R, Perry B, Salzmann N, Schwarb M, Suarez W (2017) The freezing level in the tropical Andes, Peru: an indicator for present and future glacier extents. J Geophys Res-Atmos 122:5172–5189. https://doi.org/10.1002/2016JD025943
Schulz N, Bosier JP, Aceituno P (2012) Climate change along the arid coast of northern Chile. Int J Climatol 32(12):1803–1814. https://doi.org/10.1002/joc.2395
Seiler C, Hutjes RWA, Kabat P (2013) Climate variability and trends in Bolivia. J Appl Meteorol Clim 52:1303–1317. https://doi.org/10.1175/JAMC-D-12-0105.1
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389. https://doi.org/10.2307/2285891
Shen X, Liu B, Lu X, Fan G (2017) Spatial and temporal changes in daily temperature extremes in China during 1960–2011. Theor Appl Climatol 130:933–943. https://doi.org/10.1007/s00704-016-1934-3
Shresta AB, Bajracharya SR, Sharma AR, Duo C, Kulkarni A (2017) Observed trends and changes in daily temperature and precipitation extremes over the Koshi river basin 1975–2010. Int J Climatol 37:1066–1083. https://doi.org/10.1002/joc.4761
Solomon S, Daniel JS, Neely RR, Vernier JP, Dutton EG, Thomason LW (2011) The persistently variable “background” stratospheric aerosol layer and global climate change. Science 333(6044):866–870. https://doi.org/10.1126/science.1206027
Szentimrey T (2013) Theoretical questions of daily data homogenization. Idöjárás 117:113–122
Tao H, Fraedrich K, Menz C, Zhai J (2014) Trends in extreme temperature indices in the Poyang Lake Basin, China. Stoch Environ Res Risk Assess 28:1543–1553. https://doi.org/10.1007/s00477-014-0863-x
Thibeault JM, Seth A, Garcia M (2010) Changing climate in the Bolivian Altiplano: CMIP3 projections for temperature and precipitation extremes. J Geophys Res 115:D08103. https://doi.org/10.1029/2009JD012718
Tian J, Liu J, Wang J, Li C, Nie H, Yu F (2017) Trend analysis of temperature and precipitation extremes in major grain producing area of China. Int J Climatol. https://doi.org/10.1002/joc.4732
Trenberth KE, Fasullo JT (2013) An apparent hiatus in global warming? Earths Future 1:19–32. https://doi.org/10.1002/2013EF000165
Trenberth KE, Jones PD, Ambenje P, Bojariu R, Easterling D, Klein 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
Vicente-Serrano SM, López-Moreno JI, Correa K, Avalos G, Bazo J, Azorin-Molina C, Domínguez-Castro F, El Kenawy A, Gimeno L, Nieto R (2017) Recent changes in monthly surface air temperature over Peru, 1964–2014. Int J Climatol. https://doi.org/10.1002/joc.5176
Villarini G, Khouakhi A, Cunningham E (2017) On the impacts of computing daily temperatures as the average of the daily minimum and maximum temperatures. Atmos Res 198:145–150. https://doi.org/10.1016/j.atmosres.2017.08.020
Vose RS, Easterling DR, Gleason B (2005) Maximum and minimum temperature trends for the globe: an update through 2004. Geophys Res Lett 32:L23822. https://doi.org/10.1029/2005GL024379
Vuille M, Bradley RS (2000) Mean annual temperature trends and their vertical structure in the tropical Andes. Geophys Res Lett 27:3885–3888. https://doi.org/10.1029/2000GL011871
Vuille M, Franquist E, Garreaud R, Lavado Casimiro WS, Cáceres B (2015) Impact of the global warming hiatus on Andean temperature. J Geophy Res-Atmos 120:3745–3757. https://doi.org/10.1002/2015JD023126
Ye L, Yang G, Van Ranst E, Tang H (2013) Time-series modelling and prediction of global monthly absolute temperature for environmental decision making. Adv Atmos Sci 30:382–396. https://doi.org/10.1007/s00376-012-1252-3
Zhai PM, Zhang XB, Wan H, Pan XH (2005) Trends in total precipitation and frequency of daily precipitation extremes over China. J Climate 18:1096–1108. https://doi.org/10.1175/JCLI-3318.1
Zhang X, Alexander L, Hegerl GC, Jones P, Tank AK, Peterson TC, Trewin B, Zwiers FW (2011) Indices for monitoring changes in extremes based on daily temperature and precipitation data. WIREs Clim Change 2:851–870. https://doi.org/10.1002/wcc.147
Acknowledgements
The authors want to thank the FONDECYT Project 11160059, the UTA-Mayor Project 5755-17, the CLICES Project (CGL2017-83866-C3-2-R) and the Climatology Group (2014SGR300, Catalan Government). The authors would also thank Dr. Roberto Serrano-Notivoli (Barcelona Supercomputing Center) for his help.
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Meseguer-Ruiz, O., Ponce-Philimon, P.I., Quispe-Jofré, A.S. et al. Spatial behaviour of daily observed extreme temperatures in Northern Chile (1966–2015): data quality, warming trends, and its orographic and latitudinal effects. Stoch Environ Res Risk Assess 32, 3503–3523 (2018). https://doi.org/10.1007/s00477-018-1557-6
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DOI: https://doi.org/10.1007/s00477-018-1557-6