Skip to main content
Log in

Trend and change point detection in mean annual and seasonal maximum temperatures over Saudi Arabia

  • Original Paper
  • Published:
Arabian Journal of Geosciences Aims and scope Submit manuscript

Abstract

Spatio-temporal variation associated with temperature can impact water availability and sustainability of the ecosystem. In this study, we investigated the trend and change point occurrences in annual mean of daily maximum temperature (AMMT) and seasonal mean of daily maximum temperature (SMMT) based on 24 meteorological stations during the period of 1985–2018 located in Saudi Arabia. Out of 24 stations, 11 stations are located in the North-East quadrant (NE-Region), and the remaining 13 stations are located in the Western part of Saudi Arabia (W-Region). The trend analysis was performed using Mann-Kendall (MK) and modified MK (with autocorrelation correction) tests, and Sen’s slope was used to estimate the trend magnitude in the AMMT and SMMT time series. In addition, the sequential MK test was employed to detect abrupt changes, beginning of significant trends, and trend fluctuations in AMMT and SMMT time series. It was observed that 69% of the evaluated time series (AMMT and SMMT) have significant increasing (warming) trends. It was found that the AMMT trend magnitude over Saudi Arabia is 0.047 °C/year during the evaluated period. It was also observed that the NE-Region has higher warming rates in all the seasons. In both regions, the highest (lowest) warming was during the Spring (Autumn) season. Overall, the sequential MK test found that an abrupt change in the AMMT series occurred in 1998. The stations located in the W-Region showed an earlier abrupt change (1997) and the start of significant trend (1999) in the AMMT time series.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Abdou AEA (2014) Temperature trend on Makkah, Saudi Arabia. Atmospheric and Climate Sciences 2014

  • Abdullah MA, Al-Mazroui MA (1998) Climatological study of the southwestern region of Saudi Arabia. I. Rainfall analysis. Clim Res 9(3):213–223

    Article  Google Scholar 

  • Ahmed M, Al-Dousari N, Al-Dousari A (2016) The role of dominant perennial native plant species in controlling the mobile sand encroachment and fallen dust problem in Kuwait. Arab J Geosci 9(2):134

    Article  Google Scholar 

  • Al-Dousari AM, Ahmed M, Al-Dousari N, Al-Awadhi S (2019) Environmental and economic importance of native plants and green belts in controlling mobile sand and dust hazards. Int J Environ Sci Technol 16(5):2415–2426

    Article  Google Scholar 

  • Al-Dousari A, Ramadan A, Al-Qattan A, Al-Ateeqi S, Dashti H, Ahmed M et al (2020) Cost and effect of native vegetation change on aeolian sand, dust, microclimate and sustainable energy in Kuwait. Journal of Taibah University for Science 14(1):628–639

    Article  Google Scholar 

  • Almazroui M (2012) Temperature variability over Saudi Arabia and its association with global climate indices. Journal of King Abdulaziz University: Metrology, Environment and Arid Land Agricultural Sciences 142(582):1–48

    Google Scholar 

  • Almazroui M, Islam MN, Jones PD, Athar H, Rahman MA (2012) Recent climate change in the Arabian Peninsula: seasonal rainfall and temperature climatology of Saudi Arabia for 1979–2009. Atmos Res 111:29–45

    Article  Google Scholar 

  • Almazroui M, Islam MN, Dambul R, Jones PD (2014) Trends of temperature extremes in Saudi Arabia. Int J Climatol 34(3):808–826

    Article  Google Scholar 

  • Alobaidi M, Almazroui M, Mashat A, Jones PD (2017) Arabian Peninsula wet season dust storm distribution: regionalization and trends analysis (1983–2013). Int J Climatol 37(3):1356–1373

    Article  Google Scholar 

  • AlSarmi S, Washington R (2011) Recent observed climate change over the Arabian Peninsula. J Geophys Res-Atmos 116(D11)

  • AlSarmi SH, Washington R (2014) Changes in climate extremes in the Arabian Peninsula analysis of daily data. Int J Climatol 34(5):1329–1345

    Article  Google Scholar 

  • Athar H (2014) Trends in observed extreme climate indices in Saudi Arabia during 1979–2008. Int J Climatol 34(5):1561–1574

    Article  Google Scholar 

  • Awad AM, Mashat AWS (2016) Synoptic characteristics of spring dust days over northern Saudi Arabia. Air Qual Atmos Health 9(1):41–50

    Article  Google Scholar 

  • Azorin-Molina C, Rehman S, Guijarro JA, McVicar TR, Minola L, Chen D, Vicente-Serrano SM (2018) Recent trends in wind speed across Saudi Arabia, 1978–2013: A break in the stilling. Int J Climatol 38:e966–e984

    Article  Google Scholar 

  • Bari SH, Rahman MTU, Hoque MA, Hussain MM (2016) Analysis of SMMT and annual rainfall trends in the northern region of Bangladesh. Atmos Res 176:148–158

    Article  Google Scholar 

  • Carmona R, Díaz J, Mirón IJ, Ortiz C, Luna MY, Linares C (2016) Mortality attributable to extreme temperatures in Spain: a comparative analysis by city. Environ Int 91:22–28

    Article  Google Scholar 

  • Donat MG, Peterson TC, Brunet M, King AD, Almazroui M, Kolli RK et al (2014) Changes in extreme temperature and precipitation in the Arab region: long-term trends and variability related to ENSO and NAO. Int J Climatol 34(3):581–592

    Article  Google Scholar 

  • Elasha BO (2010) Mapping of climate change threats and human development impacts in the Arab region. In: UNDP Arab Development Report–Research Paper Series. Bureau for the Arab States, UNDP Regiona

    Google Scholar 

  • Fan ZX, Bräuning A, Thomas A, Li JB, Cao KF (2011) Spatial and temporal temperature trends on the Yunnan Plateau (Southwest China) during 1961–2004. Int J Climatol 31(14):2078–2090

    Article  Google Scholar 

  • Furl C, Sharif HO, Alzahrani M, El Hassan A, Mazari N (2014) Precipitation amount and intensity trends across southwest Saudi Arabia. JAWRA Journal of the American Water Resources Association 50(1):74–82

    Article  Google Scholar 

  • Hafez Y (2016) Study on the relationship between the oceanic nino index and surface air temperature and precipitation rate over the Kingdom of Saudi Arabia. Journal of Geoscience and Environment Protection 4(05):146–162

    Article  Google Scholar 

  • Hamed KH (2008) Trend detection in hydrologic data: the Mann–Kendall trend test under the scaling hypothesis. J Hydrol 349(3-4):350–363

    Article  Google Scholar 

  • Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204(1-4):182–196

    Article  Google Scholar 

  • Hansen J, Ruedy R, Sato M, Lo K (2010) Global surface temperature change. Rev Geophys 48(4)

  • Hasanean H, Almazroui M (2015) Rainfall: features and variations over Saudi Arabia, a review. Climate 3(3):578–626

    Article  Google Scholar 

  • Hatfield JL, Prueger JH (2015) Temperature extremes: effect on plant growth and development. Weather and climate extremes 10:4–10

    Article  Google Scholar 

  • Hirsch RM, Helsel DR, Cohn TA, Gilroy EJ (1993) Statistical analysis of hydrologic data. Handbook of hydrology 17:17–11

    Google Scholar 

  • Huang C, Barnett AG, Wang X, Vaneckova P, FitzGerald G, Tong S (2011) Projecting future heat-related mortality under climate change scenarios: a systematic review. Environ Health Perspect 119(12):1681–1690

    Article  Google Scholar 

  • Huang C, Barnett AG, Wang X, Tong S (2012) Effects of extreme temperatures on years of life lost for cardiovascular deaths: a time series study in Brisbane, Australia. Circulation: Cardiovascular Quality and Outcomes 5(5):609–614

    Google Scholar 

  • IPCC (2013) Summary for Policymakers. In climate change 2013: the physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) . Cambridge University Press, Cambridge, UK and New York, NY

    Google Scholar 

  • Islam M, Almazroui M, Dambul R, Jones PD, Alamoudi AO (2015) Long-term changes in seasonal temperature extremes over Saudi Arabia during 1981–2010. Int J Climatol 35(7):1579–1592

    Article  Google Scholar 

  • Kendall, M. G. (1948). Rank correlation methods.

    Google Scholar 

  • Konapala G, Mishra AK, Wada Y, Mann ME (2020) Climate change will affect global water availability through compounding changes in seasonal precipitation and evaporation. Nat Commun 11:3044

    Article  Google Scholar 

  • Köppen W (1936) Das geographisca System der Klimate. In: Köppen W, Geiger G (eds) Handbuch der Klimatologie (Handbuch der Klimatologie, vol. 1: C. Gebr, Borntraeger)

    Google Scholar 

  • Li D, Xie H, Xiong L (2014) Temporal change analysis based on data characteristics and nonparametric test. Water Resour Manag 28:227–240. https://doi.org/10.1007/s11269-013-0481-2

    Article  Google Scholar 

  • Longobardi A, Villani P (2010) Trend analysis of annual and seasonal rainfall time series in the Mediterranean area. Int J Climatol 30(10):1538–1546

    Google Scholar 

  • Mann HB (1945) Nonparametric tests against trend. Econometrica. J Econ Soc:245–259

  • Mashat AWS, Awad AM, Alamoudi AO, Assiri ME (2020) Monthly and seasonal variability of dust events over northern Saudi Arabia. Int J Climatol 40(3):1607–1629

    Article  Google Scholar 

  • Mavromatis T, Stathis D (2011) Response of the water balance in Greece to temperature and precipitation trends. Theor Appl Climatol 104(1-2):13–24

    Article  Google Scholar 

  • Montzka SA, Dlugokencky EJ, Butler JH (2011) Non-CO 2 greenhouse gases and climate change. Nature 476(7358):43–50

    Article  Google Scholar 

  • Partal T, Kahya E (2006) Trend analysis in Turkish precipitation data. Hydrological Processes: An International Journal 20(9):2011–2026

    Article  Google Scholar 

  • Patlakas P, Stathopoulos C, Flocas H, Kalogeri C, Kallos G (2019) Regional climatic features of the Arabian Peninsula. Atmosphere 10(4):220

    Article  Google Scholar 

  • Ragab RAGAB, Prudhomme CHRISTEL (2000) Climate change and water resources management in the southern Mediterranean and Middle East countries. In: The Second World Water Forum, pp 17–22

    Google Scholar 

  • Raggad B (2018) Statistical assessment of changes in extreme maximum temperatures over Saudi Arabia, 1985–2014. Theor Appl Climatol 132(3-4):1217–1235

    Article  Google Scholar 

  • Ramanathan V, Feng Y (2009) Air pollution, greenhouse gases and climate change: global and regional perspectives. Atmos Environ 43(1):37–50

    Article  Google Scholar 

  • Salguero-Gomez R, Siewert W, Casper BB, Tielbörger K (2012) A demographic approach to study effects of climate change in desert plants. Philosophical Transactions of the Royal Society B: Biological Sciences 367(1606):3100–3114

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Sen PK (1968) Estimates of the regression coefficient based on Kendall's tau. J Am Stat Assoc 63(324):1379–1389

    Article  Google Scholar 

  • Shahid S (2012) Vulnerability of the power sector of Bangladesh to climate change and extreme weather events. Reg Environ Chang 12(3):595–606

    Article  Google Scholar 

  • Shrestha AB, Wake CP, Mayewski PA, Dibb JE (1999) Maximum temperature trends in the Himalaya and its vicinity: an analysis based on temperature records from Nepal for the period 1971–94. J Clim 12(9):2775–2786

    Article  Google Scholar 

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

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Tarawneh QY, Chowdhury S (2018) Trends of climate change in Saudi Arabia: implications on water resources. Climate 6(1):8

    Article  Google Scholar 

  • Tol RS (2009) The economic effects of climate change. J Econ Perspect 23(2):29–51

    Article  Google Scholar 

  • Trenberth, Kevin & National Center for Atmospheric Research Staff (Eds) Last modified 21 2020. "The Climate Data Guide: Nino SST Indices (Nino 1+2, 3, 3.4, 4; ONI and TNI)." Retrieved from https://climatedataguide.ucar.edu/climate-data/nino-sst-indices-nino-12-3-34-4-oni-and-tni.

  • Van de Walle J, Thiery W, Brousse O, Souverijns N, Demuzere M, van Lipzig NP (2020) A convection-permitting model for the Lake Victoria Basin: evaluation and insight into the mesoscale versus synoptic atmospheric dynamics. Clim Dyn 54(3):1779–1799

    Article  Google Scholar 

  • Veettil AV, Mishra A (2020) Water security assessment for the contiguous United States using water footprint concepts. Geophys Res Lett 45:e2020GL087061–e2020GL087047. https://doi.org/10.1029/2020GL087061

    Article  Google Scholar 

  • Vescovi L, Rebetez M, Rong F (2005) Assessing public health risk due to extremely high temperature events: climate and social parameters. Clim Res 30(1):71–78

    Article  Google Scholar 

  • Villarini G, Serinaldi F, Smith JA, Krajewski WF (2009) On the stationarity of annual flood peaks in the continental United States during the 20th century. Water Resour Res 45(8)

  • Wang XL (2003) Comments on “Detection of undocumented changepoints: a revision of the two-phase regression model”. J Clim 16(20):3383–3385

    Article  Google Scholar 

  • Wang XL (2008) Accounting for autocorrelation in detecting mean shifts in climate data series using the penalized maximal t or F test. J Appl Meteorol Climatol 47(9):2423–2444

    Article  Google Scholar 

  • Wang XJ, Zhang JY, Shahid S, Guan EH, Wu YX, Gao J, He RM (2016) Adaptation to climate change impacts on water demand. Mitig Adapt Strateg Glob Chang 21(1):81–99

    Article  Google Scholar 

  • Wollenweber B, Porter JR, Schellberg J (2003) Lack of interaction between extreme high-temperature events at vegetative and reproductive growth stages in wheat. J Agron Crop Sci 189(3):142–150

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ashok K. Mishra.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict interests.

Additional information

Responsible editor: Zhihua Zhang

Supplementary Information

ESM 1

(DOCX 2769 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Alhathloul, S.H., Khan, A.A. & Mishra, A.K. Trend and change point detection in mean annual and seasonal maximum temperatures over Saudi Arabia. Arab J Geosci 14, 1129 (2021). https://doi.org/10.1007/s12517-021-07454-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12517-021-07454-z

Keywords

Navigation