Abstract
Natural variability of climate considerably affects hydro-climatic trend significance, and therefore, removal of such influence is essential to understand the unidirectional trends due to global warming. The objective of this study was to evaluate the trends in precipitation extremes in the arid province of Pakistan by removing the natural variability of climate to understand the effect of global warming on precipitation extremes during two major cropping seasons, Rabi and Kharif. Daily precipitation data of APHRODITE (Asian Precipitation—Highly Resolved Observational Data Integration Towards Evaluation) for the period 1951–2015 was used for this purpose. An improved form of classical Mann-Kendall (MK) test known as modified Mann-Kendall (MMK) was used which can estimate trends by discarding the influence of natural cycles present in time series. The results were compared with the classical MK test to show the novelty in the findings of this investigation. The results revealed a large influence of climate fluctuations on the trends in all the extreme precipitation indices for both seasons. The reduction in trend significance was noticed between 25 and 100% for different precipitation indices when MMK instead of MK test was used. The reduction was observed more for the positive trends in the indices compared with negative trends. The results revealed that global warming caused an increase in total annual precipitation at a rate of 2.8–34.8 mm/decade during 1951–2015. Besides, the annual number of extreme precipitation days was found to increase in the north by 0.1–0.84 days/decade and the number of annual precipitation days to decrease in the west for all seasons up to − 8.6 days/decade. An increase in continuous precipitation days was detected by 0.6–1.0 day/decade in the northeast while a decrease by − 0.5 to − 1.0 days/decade in the southwest and northwest. The continuous dry days decreased in the north and the central regions by up to − 6.3 days/decade while a rise in 1-day maximum precipitation by 6.6–35 mm/decade in the central north. Analysis of results revealed that the overestimation of trends by classical MK test is more in the arid region of Pakistan compared with other regions.
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References
Aamir E, Hassan I (2018) Trend analysis in precipitation at individual and regional levels in Baluchistan, Pakistan. In: IOP Conference Series: Materials Science and Engineering, 414. https://doi.org/10.1088/1757-899X/414/1/012042
Afzal M, Haroon M, Rana A, Imran A (2013) Influence of North Atlantic oscillations and Southern oscillations on winter precipitation of Northern Pakistan. Pakistan Journal of Meteorology 9:1-8
Ahmad I, Tang DS, Wang M, Hashim S (2014a) Trend analysis on precipitation time series data in munda catchment, Pakistan. In: Applied Mechanics and Materials. Trans Tech Publ, pp 97-102
Ahmad W, Fatima A, Awan UK, Anwar A (2014b) Analysis of long term meteorological trends in the middle and lower Indus Basin of Pakistan—a non-parametric statistical approach. Glob Planet Chang 122:282–291
Ahmed K, Shahid S, bin Harun S, Wang X-j (2016) Characterization of seasonal droughts in Balochistan Province, Pakistan. Stoch Env Res Risk A 30:747–762
Ahmed K, Shahid S, Chung E-S, Ismail T, Wang X-J (2017) Spatial distribution of secular trends in annual and seasonal precipitation over. Pak Clim Res 74:95–107
Akhtar S (2011) The south Asiatic monsoon and flood hazards in the Indus river basin, Pakistan. J Basic Appl Sci 7:101–115
Alamgir M, Ahmed K, Homsi R, Dewan A, Wang J-J, Shahid S (2019) Downscaling and projection of spatiotemporal changes in temperature of Bangladesh. Earth Systems and Environment 3:381–398. https://doi.org/10.1007/s41748-019-00121-0
Alamgir M, Khan N, Shahid S, Yaseen ZM, Dewan A, Hassan Q, Rasheed B (2020) Evaluating severity–area–frequency (SAF) of seasonal droughts in Bangladesh under climate change scenarios. Stoch Env Res Risk A 34:447–464. https://doi.org/10.1007/s00477-020-01768-2
Alexander LV (2016) Global observed long-term changes in temperature and precipitation extremes: a review of progress and limitations in IPCC assessments and beyond. Weather and Climate Extremes 11:4–16
Alexander LV et al (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res-Atmos 111 https://doi.org/10.1029/2005jd006290
Almazroui M, Saeed S, Saeed F, Islam MN, Ismail M (2020) Projections of precipitation and temperature over the South Asian countries in CMIP6. Earth Systems and Environment 4:297–320. https://doi.org/10.1007/s41748-020-00157-7
Azmat H (2004) The influence of La-Nina phenomena on Pakistan’s precipitation Pakistan. J Meteorol 1:23–31
Baloch MA, Thapa GB (2018) The effect of agricultural extension services: date farmers’ case in Balochistan, Pakistan. J Saudi Soc Agric Sci 17:282–289
Beniston M, Diaz HF, Bradley RS (1997) Climatic change at high elevation sites: an overview. Clim Chang 36:233–251
Bhunia P, Das P, Maiti R (2020) Meteorological drought study through SPI in three drought prone districts of West Bengal, India. Earth Systems and Environment 4:43–55. https://doi.org/10.1007/s41748-019-00137-6
Box GEP, Jenkins GM (1976) Time series analysis: forecasting and control. Holden-Day
Caesar J, Janes T, Lindsay A, Bhaskaran B (2015) Temperature and precipitation projections over Bangladesh and the upstream Ganges, Brahmaputra and Meghna systems. Environ Sci Process Impacts 17:1047–1056
Darand M, Daneshvar MRM (2014) Regionalization of precipitation regimes in Iran using principal component analysis and hierarchical clustering analysis. Environmental Processes 1:517–532
Durrani IH, Adnan S, Aftab SM (2018) Historical and future climatological drought projections over Quetta Valley, Balochistan, Pakistan. In: IOP Conference Series: Materials Science and Engineering, vol 1. IOP Publishing, p 012043
Ehsanzadeh E, Adamowski K (2010) Trends in timing of low stream flows in Canada: impact of autocorrelation and long-term persistence. Hydrol Process 24:970–980
Fathian F, Morid S, Kahya E (2015) Identification of trends in hydrological and climatic variables in Urmia Lake basin, Iran. Theor Appl Climatol 119:443–464
Filahi S, Tanarhte M, Mouhir L, El Morhit M, Tramblay Y (2016) Trends in indices of daily temperature and precipitations extremes in Morocco. Theor Appl Climatol 124:959–972
Gampe D, Ludwig R (2017) Evaluation of gridded precipitation data products for hydrological applications in complex topography. Hydrology 4:53
Goswami BN, Kripalani RH, Borgaonkar HP, Preethi B (2016) Multi-decadal variability in Indian summer monsoon rainfall using proxy data. In: Climate change: multidecadal and beyond. World Scientific, pp 327-345
Hadi Pour S, Wahab A, Khairi A, Shahid S, Wang X (2019) Spatial pattern of the unidirectional trends in thermal bioclimatic indicators in Iran. Sustainability 11:2287
Hamed KH (2008) Trend detection in hydrologic data: the Mann–Kendall trend test under the scaling hypothesis. J Hydrol 349:350–363
Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204:182–196
Kendall MG (1948) Rank correlation methods. Griffin, Oxford, England
Hanif M, Khan AH, Adnan S (2013) Latitudinal precipitation characteristics and trends in Pakistan. J Hydrol 492:266–272
He Z, Zhao W, Liu H, Tang Z (2012) Effect of forest on annual water yield in the mountains of an arid inland river basin: a case study in the Pailugou catchment on northwestern China’s Qilian Mountains. Hydrol Process 26:613–621
Iqbal MF, Athar H (2018) Variability, trends, and teleconnections of observed precipitation over Pakistan. Theor Appl Climatol 134:613–632
Iqbal Z, Shahid S, Ahmed K, Ismail T, Nawaz N (2019) Spatial distribution of the trends in precipitation and precipitation extremes in the sub-Himalayan region of Pakistan. Theor Appl Climatol 137:2755–2769. https://doi.org/10.1007/s00704-019-02773-4
Jeong Yik D, Moten S, Ariffin M, Govindan SS (2011) Trends in intensity and frequency of precipitation extremes in Malaysia from 1951 to 2009. Malaysia Meteorological Department
Khan N, Shahid S, Ahmed K, Ismail T, Nawaz N, Son M (2018) Performance assessment of general circulation model in simulating daily precipitation and temperature using multiple gridded datasets. Water 10:1793
Khan N et al (2019a) Spatial distribution of secular trends in rainfall indices of Peninsular Malaysia in the presence of long-term persistence. Meteorol Appl 26:655–670. https://doi.org/10.1002/met.1792
Khan N, Shahid S, bin Ismail T, Wang X-J (2019b) Spatial distribution of unidirectional trends in temperature and temperature extremes in Pakistan. Theor Appl Climatol 136:899–913
Khan N, Shahid S, Chung E-S, Kim S, Ali R (2019c) Influence of surface water bodies on the land surface temperature of Bangladesh. Sustainability 11:6754
Khan N, Shahid S, Ismail T, Ahmed K, Nawaz N (2019d) Trends in heat wave related indices in Pakistan. Stoch Env Res Risk A 33:287–302
Khan N, Shahid S, Juneng L, Ahmed K, Ismail T, Nawaz N (2019e) Prediction of heat waves in Pakistan using quantile regression forests. Atmos Res 221:1–11. https://doi.org/10.1016/j.atmosres.2019.01.024
Khan N, Sachindra DA, Shahid S, Ahmed K, Shiru MS, Nawaz N (2020a) Prediction of droughts over Pakistan using machine learning algorithms. Adv Water Resour 139:103562. https://doi.org/10.1016/j.advwatres.2020.103562
Khan N, Shahid S, Ahmed K, Wang X, Ali R, Ismail T, Nawaz N (2020b) Selection of GCMs for the projection of spatial distribution of heat waves in Pakistan. Atmos Res 233:104688. https://doi.org/10.1016/j.atmosres.2019.104688
Koutsoyiannis D (2003) Climate change, the Hurst phenomenon, and hydrological statistics. Hydrol Sci J 48:3–24
Kumar S, Merwade V, Kam J, Thurner K (2009) Streamflow trends in Indiana: effects of long term persistence, precipitation and subsurface drains. J Hydrol 374:171–183
Lacombe G, Hoanh CT, Smakhtin V (2012) Multi-year variability or unidirectional trends? Mapping long-term precipitation and temperature changes in continental Southeast Asia using PRECIS regional climate model. Clim Chang 113:285–299
Latif M, Hannachi A, Syed F (2018) Analysis of rainfall trends over Indo-Pakistan summer monsoon and related dynamics based on CMIP5 climate model simulations. Int J Climatol 38:e577–e595
Machiwal D, Jha MK (2012) Hydrologic time series analysis: theory and practice. Springer Science & Business Media, Berlin
Malik KM, Mahmood A, Kazmi DH, Khan JM (2012) Impact of climate change on agriculture during winter season over. Agric Sci 03(08):12. https://doi.org/10.4236/as.2012.38122
Mann HB (1945) Nonparametric tests against trend. Econometrica 13:245-259. https://doi.org/10.2307/1907187
Markonis Y, Koutsoyiannis D (2016) Scale-dependence of persistence in precipitation records. Nat Clim Chang 6:399, 401
Mayowa OO, Pour SH, Shahid S, Mohsenipour M, Harun SB, Heryansyah A, Ismail T (2015) Trends in rainfall and rainfall-related extremes in the east coast of peninsular Malaysia. Journal of Earth System Science 124:1609–1622
McKeen S, Wilczak J, Grell G, Djalalova I, Peckham S, Hsie EY, Gong W, Bouchet V, Menard S, Moffet R, McHenry J, McQueen J, Tang Y, Carmichael GR, Pagowski M, Chan A, Dye T, Frost G, Lee P, Mathur R (2005) Assessment of an ensemble of seven real-time ozone forecasts over eastern North America during the summer of 2004. J Geophys Res-Atmos 110. https://doi.org/10.1029/2005jd005858
McLeod AI, Hipel KW (1978) Preservation of the rescaled adjusted range: 1. A reassessment of the Hurst Phenomenon. Water Resour Res 14:491–508
Memon AA, Muhammad S, Rahman S, Haq M (2015) Flood monitoring and damage assessment using water indices: a case study of Pakistan flood-2012. Egypt J Remote Sens Space Sci 18:99–106
Nagelkerke NJ (1991) A note on a general definition of the coefficient of determination. Biometrika 78:691–692
Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I—a discussion of principles. J Hydrol 10:282–290
Nashwan MS, Shahid S (2019) Spatial distribution of unidirectional trends in climate and weather extremes in Nile river basin. Theor Appl Climatol 137:1181–1199
Naumann G, Alfieri L, Wyser K, Mentaschi L, Betts RA, Carrao H, Spinoni J, Vogt J, Feyen L (2018) Global changes in drought conditions under different levels of warming. Geophys Res Lett 45:3285–3296
Payab AH, Türker U (2018) Analyzing temporal–spatial characteristics of drought events in the northern part of Cyprus. Environ Dev Sustain 20:1553–1574. https://doi.org/10.1007/s10668-017-9953-5
Sa'adi Z, Shahid S, Chung E-S, bin Ismail T (2017) Projection of spatial and temporal changes of rainfall in Sarawak of Borneo Island using statistical downscaling of CMIP5 models. Atmos Res 197:446–460
Salma S, Shah M, Rehman S (2012) Rainfall trends in different climate zones of Pakistan. Pakistan Journal of Meteorology 9:37–47
Salman SA, Shahid S, Ismail T, Chung E-S, Al-Abadi AM (2017a) Long-term trends in daily temperature extremes in Iraq. Atmos Res 198:97–107
Salman SA, Shahid S, Ismail T, Rahman NA, Wang X, Chung E-S (2017b) Unidirectional trends in daily rainfall extremes of Iraq. Theor Appl Climatol 134:1165–1177. https://doi.org/10.1007/s00704-017-2336-x
Seager R, Naik N, Baethgen W, Robertson A, Kushnir Y, Nakamura J, Jurburg S (2010) Tropical oceanic causes of interannual to multidecadal precipitation variability in southeast South America over the past century. J Clim 23:5517–5539
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389
Shafiq M, Kakar MA (2007) Effects of drought on livestock sector in Balochistan Province of Pakistan. Int J Agric Biol 9:657–665
Shahid S (2010) Rainfall variability and the trends of wet and dry periods in Bangladesh. Int J Climatol 30:2299–2313
Shahid S, Wang X, Harun S (2014) Unidirectional trends in rainfall and temperature of Bangladesh. IAHS-AISH proceedings and reports Copernic GmbH 363:177–182
Sharafati A, Pezeshki E (2020) A strategy to assess the uncertainty of a climate change impact on extreme hydrological events in the semi-arid Dehbar catchment in Iran. Theor Appl Climatol 139:389–402. https://doi.org/10.1007/s00704-019-02979-6
Sharafati A, Zahabiyoun B (2014) Rainfall threshold curves extraction by considering rainfall-runoff model uncertainty. Arab J Sci Eng 39:6835–6849. https://doi.org/10.1007/s13369-014-1246-9
Sharafati A, Nabaei S, Shahid S (2020a) Spatial assessment of meteorological drought features over different climate regions in Iran. Int J Climatol 40:1864–1884. https://doi.org/10.1002/joc.6307
Sharafati A, Pezeshki E, Shahid S, Motta D (2020b) Quantification and uncertainty of the impact of climate change on river discharge and sediment yield in the Dehbar river basin in Iran. J Soils Sediments 20:2977–2996. https://doi.org/10.1007/s11368-020-02632-0
Shiru MS, Shahid S, Alias N, Chung E-S (2018) Trend analysis of droughts during crop growing seasons of Nigeria. Sustainability 10:871
Shiru MS, Shahid S, Chung E-S, Alias N (2019) Changing characteristics of meteorological droughts in Nigeria during 1901–2010. Atmos Res 223:60–73. https://doi.org/10.1016/j.atmosres.2019.03.010
Sushama L, Said SB, Khaliq M, Kumar DN, Laprise R (2014) Dry spell characteristics over India based on IMD and APHRODITE datasets. Clim Dyn 43:3419–3437
Tyralis H, Dimitriadis P, Iliopoulou T, Tzouka K, Koutsoyiannis D (2017) Dependence of long-term persistence properties of precipitation on spatial and regional characteristics. In: EGU General Assembly Conference Abstracts, p 3711
Ullah S, You Q, Ullah W, Ali A (2018a) Observed changes in precipitation in China-Pakistan economic corridor during 1980–2016. Atmos Res 210:1–14
Ullah S, You Q, Ullah W, Ali A, Xie W, Xie X (2018b) Observed changes in temperature extremes over China–Pakistan Economic Corridor during 1980–2016. Int J Climatol. https://doi.org/10.1002/joc.5894
Ummenhofer CC, Gupta AS, Li Y, Taschetto AS, England MH (2011) Multi-decadal modulation of the El Nino–Indian monsoon relationship by Indian Ocean variability. Environ Res Lett 6:034006
Ummenhofer CC, Biastoch A, Böning CW (2017) Multidecadal Indian Ocean variability linked to the Pacific and implications for preconditioning Indian Ocean dipole events. J Clim 30:1739–1751
van Steenbergen F (1997) Understanding the sociology of spate irrigation: cases from Balochistan. J Arid Environ 35:349–365
Westra S, Alexander LV, Zwiers FW (2013) Global increasing trends in annual maximum daily precipitation. J Clim 26:3904–3918
Willmott CJ (1981) On the validation of models. Phys Geogr 2:184–194
Yapo PO, Gupta HV, Sorooshian S (1996) Automatic calibration of conceptual rainfall-runoff models: sensitivity to calibration data. J Hydrol 181:23–48
Yatagai A, Kamiguchi K, Arakawa O, Hamada A, Yasutomi N, Kitoh A (2012) APHRODITE: Constructing a long-term daily gridded precipitation dataset for Asia based on a dense network of rain gauges. Bull Am Meteorol Soc 93:1401–1415
Yue S, Wang CY (2002) Applicability of prewhitening to eliminate the influence of serial correlation on the Mann-Kendall test. Water Resour Res 38:4–1-4-7
Yue S, Wang C (2004) The Mann-Kendall test modified by effective sample size to detect trend in serially correlated hydrological series. Water Resour Manag 18:201–218
Zahid M, Iqbal W (2015) Multi-model cropping seasons projections over Pakistan under representative concentration pathways. Modeling Earth Systems and Environment 1:13
Zahid M, Rasul G (2012) Changing trends of thermal extremes in Pakistan. Clim Chang 113:883–896
Zahida M, Rasula G (2011) Frequency of extreme temperature and precipitation events in Pakistan 1965-2009. Science International 23:313–319
Acknowledgments
We are grateful to the Pakistan Meteorological Department (PMD) for providing daily observed precipitation data of Balochistan. We are also grateful to the National Center for Atmospheric Research (NCAR), Boulder, USA, for providing free access of Asian Precipitation—Highly Resolved Observational Data Integration Towards Evaluation (APHRODITE) daily gridded precipitation dataset through their web portal.
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Khan, N., Shahid, S., Chung, ES. et al. Spatiotemporal changes in precipitation extremes in the arid province of Pakistan with removal of the influence of natural climate variability. Theor Appl Climatol 142, 1447–1462 (2020). https://doi.org/10.1007/s00704-020-03389-9
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DOI: https://doi.org/10.1007/s00704-020-03389-9