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Spatio-Temporal Analysis of Regional Trends and Shift Changes of Autocorrelated Temperature Series in Urmia Lake Basin

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Abstract

Recently, the Urmia Lake located in northwestern Iran which is the second largest hyper saline in the world suffers from the significant fluctuations of water level and surface area. The current study tries to investigate the spatiotemporal trends of mean (Tmean), maximum (Tmax) and minimum (Tmin) temperatures of monthly, seasonal and annual time-series. To do so, the data of 15 temperature gauge stations within the Urmia Lake basin, for the period 1972–2011 was employed. The pre-whitening approach was applied to remove the effects of serial correlation in the air temperature series based on the Mann-Kendall (MK) test. The results of Ljung-Box test showed positive serial correlation in the Tmean and Tmax series for all of the stations at the 0.05 significance level. In the monthly series, the significant warming trends in the Tmean series were more perceptible than the same ones in Tmax series; however, Tmax trend was found more than Tmin series. The Mann–Whitney (MW) test detected a significance upward shift changes in the annual Tmean, Tmax and Tmin series of about 86, 73 and 80 % of the stations, respectively. The average magnitude of significant warming trends in annual Tmean, Tmax and Tmin series were (+) 0.58 °C, (+) 0.52 °C and (+) 0.69 °C per decade, respectively. Furthermore, the interpolation maps showed that warming trends in the east and west of Urmia Lake were more than southern area. Therefore, the results showed that the basin has suffered from increasing trends in the Tmean, Tmax and Tmin over the recent decades. Finally, significant changes were found in 1980s and 1990s based on the Mann-Kendall ranks and change point tests. In this study, it is interesting that the period of significant changes in warming trends were close to the beginning of decreasing water level of the Lake.

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References

  • Abghari H, Tabari H, Hosseinzadeh Talaee P (2013) River flow trends in the west of Iran during the past 40 years: impact of precipitation variability. Glob Planet Chang 101:52–60

    Article  Google Scholar 

  • Alexandersson H (1986) A homogeneity test applied to precipitation data. J Clim 6:661–675

    Article  Google Scholar 

  • Ashrafi K, Shafiepour M, Ghasemi L, Araabi NB (2012) Prediction of climate change induced temperature rise in regional scale using neural network. Int J Environ Res 6(3):677–688

    Google Scholar 

  • Birsan MV, Molnar P, Burlando P, Pfaundler M (2005) Streamflow trends in Switzerland. J Hydrol 314:312–329

    Article  Google Scholar 

  • Boccolari M, Malmusi S (2013) Changes in temperature and precipitation extremes observed in Modena, Italy. Atmos Res 122:16–31

    Article  Google Scholar 

  • Buishand TA (1982) Some methods for testing the homogeneity of rainfall records. J Hydrol 58:11–27

    Article  Google Scholar 

  • Dasha S, Sharmaa N, Pattnayaka KC, Gaob XJ, Shib Y (2012) Temperature and precipitation changes in the north-east India and their future projections. Glob Planet Chang 98–99:31–44

    Article  Google Scholar 

  • del Rio S, Anjum Iqbal M, Cano-Ortiz A, Herrero L, Hassan A, Penasa A (2013) Recent mean temperature trends in Pakistan and links with teleconnection patterns. Int J Climatol 33:277–290

    Article  Google Scholar 

  • Dinpashoh Y, Jhajharia D, Fakheri-Fard A, Singh VP, Kahya E (2011) Trends in reference crop evapotranspiration over Iran. J Hydrology 339(3):422–433

    Article  Google Scholar 

  • Esteban-Parra MJ, Rodrigo FS, Castro-Díez Y (2007) Temperature trends and change points in the northern Spanish Plateau during the last 100 years. Int J Climatol 15:1031–1042

    Article  Google Scholar 

  • Fathian F, Morid M, Kahya E (2014) Identification of trends in hydrological and climatic variables in Urmia Lake basin, Iran. Theor Appl Climatol 14:1120–4

    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 

  • Ghasemi AR, Khalili D (2008) The effect of the North Sea–Caspian pattern (NCP) on winter temperatures in Iran. Theor Appl Climatol 92:59–74

    Article  Google Scholar 

  • Gocic M, Trajkovic S (2013) Analysis of changes in meteorological variables using Mann-Kendall and Sen’s slope estimator statistical tests in Serbia. Glob Planet Chang 100:172–182

    Article  Google Scholar 

  • Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204:182–196

    Article  Google Scholar 

  • IPCC (2007) Summary for policymakers of climate change 2007: the physical science basis. Cambridge University Press, Cambridge

    Google Scholar 

  • Kousari MR, Ekhtesasi MR, Tazeh M, Saremi Naeini MA, Asadi Zarch MA (2011) An investigation of the Iranian climatic changes by considering the precipitation, temperature, and relative humidity parameters. Theor Appl Climatol 103:321–335

    Article  Google Scholar 

  • Kumar S, Merwade V, Kam J, Thurner K (2009) Streamflow trends in India: effects of long term persistence, precipitation and subsurface drains. J Hydrol 374:171–183

    Article  Google Scholar 

  • Ljun GM, Box GEP (1978) On a measure of lack of fit in time series models. Biometrika 65:297–303

    Article  Google Scholar 

  • Machiwal D, Madan KJ (2006) Time series analysis of hydrologic data for water resources planning and management: a review. J Hydrology Hydromechanics 3:237–257

    Google Scholar 

  • Mamtimin B, Et-Tantawi AMM, Schaefer D, Meixner FX, Domroe M (2011) Recent trends of temperature change under hot and cold desert climates: comparing the Sahara (Libya) and Central Asia (Xinjiang, China). J Arid Environ 75:1105–1113

    Article  Google Scholar 

  • Manju MN, Resmi P, Gireesh Kumar TR, Ratheesh Kumar CS, Rahul R, Joseph MM, Chandramohanakumar N (2012) Assessment of water quality parameters in mangrove ecosystems along Kerala coast: a statistical approach. Int J Environ Res 6(4):893–902

    Google Scholar 

  • Martinez CJ, Maleski JJ, Miller MF (2012) Trends in precipitation and temperature in Florida, USA. J Hydrol 452–453:259–281

    Article  Google Scholar 

  • McCuen RH (2002) Modeling hydrologic change: statistical methods. Lewis Publishers, Boca Raton, p 10, 433

    Book  Google Scholar 

  • Partal T, Kahya E (2006) Trend analysis in Turkish precipitation data. Hydrol Process 20:2011–2026

    Article  Google Scholar 

  • Pettitt AN (1979) A non-parametric approach to the change-point detection. Appl Stat 28:126–135

    Article  Google Scholar 

  • Przybylak R (2001) Temporal and spatial variation of surface air temperature over the period of instrumental observations in the Arctic. Int J Climatol 20:587–614

    Article  Google Scholar 

  • Roshan GR, Ranjbar F, Orosa JA (2010) Simulation of global warming effect on outdoor thermal comfort conditions. Int J Environ Sci Tech 7:571–580

    Article  Google Scholar 

  • Roshan GR, Khoshakh lagh F, Azizi G, Mohammadi H (2011) Simulation of temperature changes in Iran under the atmosphere carbon dioxide duplication condition, Iran. J Environ Health Sci Eng 8:141–146

    Google Scholar 

  • Sabziparvar AA, Tabari H, Aeini A, Ghafouri M (2010) Evaluation of class A pan coefficient models for estimation of reference crop evapotranspiration in cold semi-arid and warm arid climates. Water Resour Manage 24(5):909–920

    Article  Google Scholar 

  • Salinger JM (1995) Southwest Pacific temperatures: trends in maximum and minimum temperatures. Atmos Res 37:87–99

    Article  Google Scholar 

  • Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 39:1379–1389

    Article  Google Scholar 

  • Shadmani M, Marofi S, Roknian M (2012) Trend analysis in reference evapotranspiration using Mann-Kendall and spearman’s rho tests in arid regions of Iran. Water Resour Manage 26:211–224

    Article  Google Scholar 

  • Shifteh Some’e B, Ezani A, Tabari H (2012) Spatiotemporal trends and change point of precipitation in Iran. Atmos Res 113:1–12

    Article  Google Scholar 

  • Shokoohi A, Morovati R (2015) Basinwide comparison of RDI and SPI within an IWRM framework. Water Resour Manage 29:2011–2026. doi:10.1007/s11269-015-0925-y

    Article  Google Scholar 

  • Smadi M (2006) Observed abrupt changes in minimum and maximum temperatures in Jordan in the 20th century. Am J Environ Sci 2(3):114–120

    Article  Google Scholar 

  • Sneyers R (1990) On the statistical analysis of series of observations. WMO, Geneve, pp 1–199

    Google Scholar 

  • Soltani E, Soltani A (2008) Climatic change of Khorasan, North-East of Iran, during 1950–2004. Res J Environ Sci 2(5):316–322

    Article  Google Scholar 

  • Sonali P, Nagesh Kumar D (2013) Review of trend detection methods and their application to detect temperature changes in India. J Hydrol 476:212–227

    Article  Google Scholar 

  • Staudt M, Esteban-Parra MJ, Castro-Dıez Y (2007) Homogenization of long-term monthly Spanish temperature data. Int J Climatol 27:1809–1823

    Article  Google Scholar 

  • Tabari H, Hosseinzadeh Talaee P (2011) Recent trends of mean maximum and minimum air temperatures in the western half of Iran. Meteor Atmos Phys 111:121–131

    Article  Google Scholar 

  • Tabari H, Marofi S (2011) Changes of Pan evaporation in the West of Iran. Water Resour Manage 25:97–111

    Article  Google Scholar 

  • Tabari H, Shifteh Somee B, Rezaeian Zadeh M (2011) Testing for long-term trends in climatic variables in Iran. Atmos Res 100:132–140

    Article  Google Scholar 

  • Tabari H, Hosseinzadeh Talaee P, Ezani A, Shifteh Some’e B (2012) Shift changes and monotonic trends in autocorrelated temperature series over Iran. Theor Appl Climatol 109:95–108

    Article  Google Scholar 

  • Tisseuil C, Roshan GR, Nasrabadi T, Asadpour GA (2013) Statistical modeling of future lake level under climatic conditions, case study of Urmia Lake (Iran). Int J Environ Res 7(1):69–80

    Google Scholar 

  • Turkes M, Sumer UM (2004) Spatial and temporal patterns of trends and variability in diurnal temperature ranges of Turkey. Theor Appl Climatol 77:195–227

    Article  Google Scholar 

  • You Q, Min J, Fraedrich K, Zhang W, Kang S, Zhang L, Meng X (2013) Projected trends in mean, maximum, and minimum surface temperature in China from simulations. Glob Planet Chang 112:53–63

    Article  Google Scholar 

  • Yue S, Hashino M (2003) Temperature trends in Japan: 1900–1996. Theor Appl Climatol 75:15–27

    Google Scholar 

  • Yue S, Wang CY (2002) The influence of serial correlation on the Mann–Whitney test for detecting a shift in median. Adv Water Resour 2(25):325–333

    Article  Google Scholar 

  • Yue S, Pilon P, Phinney B, Cavadias G (2002) The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrol Process 16:1807–1829

    Article  Google Scholar 

  • Zarenistanak M, Dhorde AG, Kripalani RH (2014) Trend analysis and change point detection of annual and seasonal precipitation and temperature series over southwest Iran. J Earth Syst Sci 123:81–295

    Article  Google Scholar 

  • Zhang Q, Xu CY, Zhang Z, Chen YD (2009) Changes of temperature extremes for 1960–2004 in Far-West China. Stoch Environ Res Risk Assess 23:721–735

    Article  Google Scholar 

Download references

Acknowledgments

The authors would like to appreciate the anonymous reviewers and the editor for their helpful suggestions and comments.

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Correspondence to Majid Kazemzadeh.

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Malekian, A., Kazemzadeh, M. Spatio-Temporal Analysis of Regional Trends and Shift Changes of Autocorrelated Temperature Series in Urmia Lake Basin. Water Resour Manage 30, 785–803 (2016). https://doi.org/10.1007/s11269-015-1190-9

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