Please wait a minute...
Journal of Arid Land  2021, Vol. 13 Issue (5): 470-486    DOI: 10.1007/s40333-021-0064-7     CSTR: 32276.14.s40333-021-0064-7
Research article     
Response of hydrological drought to meteorological drought in the eastern Mediterranean Basin of Turkey
Türkan BAYER ALTIN*(), Bekir N ALTIN
Department of Geography, Faculty of Science and Letters, Niğde Ömer Halisdemir University, Niğde 51240, Turkey
Download: HTML     PDF(7707KB)
Export: BibTeX | EndNote (RIS)      

Abstract  

The hydrographic eastern Mediterranean Basin of Turkey is a drought sensitive area. The basin is an important agricultural area and it is necessary to determine the extent of extreme regional climatic changes as they occur in this basin. Pearson's correlation coefficient was used to show the correlation between standardized precipitation index (SPI) and standardized streamflow index (SSI) values on different time scales. Data from five meteorological stations and seven stream gauging stations in four sub-basins of the eastern Mediterranean Basin were analyzed over the period from 1967 to 2017. The correlation between SSI and SPI indicated that in response to meteorological drought, hydrological drought experiences a one-year delay then occurs in the following year. This is more evident at all stations from the mid-1990s. The main factor causing hydrological drought is prolonged low precipitation or the presence of a particularly dry year. Results showed that over a long period (12 months), hydrological drought is longer and more severe in the upper part than the lower part of the sub-basins. According to SPI-12 values, an uninterrupted drought period is observed from 2002-2003 to 2008-2009. Results indicated that among the drought events, moderate drought is the most common on all timescales in all sub-basins during the past 51 years. Long-term dry periods with moderate and severe droughts are observed for up to 10 years or more since the late 1990s, especially in the upper part of the sub-basins. As precipitation increases in late autumn and early winter, the stream flow also increases and thus the highest and most positive correlation values (0.26-0.54) are found in January. Correlation values (ranging between -0.11 and -0.01) are weaker and negative in summer and autumn due to low rainfall. This is more evident at all stations in September. The relation between hydrological and meteorological droughts is more evident, with the correlation values above 0.50 on longer timescales (12- and 24-months). The results presented in this study allow an understanding of the characteristics of drought events and are instructive for overcoming drought. This will facilitate the development of strategies for the appropriate management of water resources in the eastern Mediterranean Basin, which has a high agricultural potential.



Key wordsmeteorological drought      hydrological drought      standardized precipitation index (SPI)      standardized streamflow index (SSI)      eastern Mediterranean Basin     
Received: 22 October 2020      Published: 10 May 2021
Corresponding Authors:
About author: *Türkan BAYER ALTIN(E-mail: turkanaltin@yahoo.com)
Cite this article:

Türkan BAYER ALTIN, Bekir N ALTIN. Response of hydrological drought to meteorological drought in the eastern Mediterranean Basin of Turkey. Journal of Arid Land, 2021, 13(5): 470-486.

URL:

http://jal.xjegi.com/10.1007/s40333-021-0064-7     OR     http://jal.xjegi.com/Y2021/V13/I5/470

Fig. 1 Location of the eastern Mediterranean Basin (a) and distributions of meteorological stations and stream gauging stations in the eastern Mediterranean Basin (b). D17A007, Pamuk; D17A011, Efrenk; D17A016, Kravga; D17A017, G?rdürüp; E17A014, Karahac?l?; E17A020, Hamam; E17A017, Lamas.
Stream gauging
station code
River/
station name
Period Elevation
(m)
Basin area
(km2)
Latitude Longitude
D17A017 G?ksu/G?rdürüp 1967-2017 1241 364 37°06′49′′N 32°18′27′′E
D17A016 G?ksu/Kravga 1967-2017 233 2994 36°46′54′′N 33°11′15′′E
E17A020 G?ksu/Hamam 1967-2017 127 4304 36°38′09′′N 33°22′10′′E
E17A014 G?ksu/Karahac?l? 1967-2017 24 10,065 36°24′13′′N 33°48′56′′E
D17A011 Efrenk 1967-2017 125 410 36°51′42′′N 34°33′11′′E
D17A007 Pamuk 1967-2017 132 599 37°01′50′′N 34°46′06′′E
E17A017 Lamas 1967-2017 975 1005 36°45′43′′N 33°54′58′′E
Table 1 Geographical properties, observation and analyzed periods for the stream gauging stations
Station
name
Sub-basin
station
Period Elevation
(m)
Annual
precipitation (mm)
Latitude Longitude
Hadim G?ksu 1967-2017 1461 646 36°59′09′′N 32°27′21′′E
Mut G?ksu 1967-2017 340 402 36°38′42′′N 33°26′13′′E
Mersin Efrenk 1967-2017 5 587 36°48′43′′N 34°38′28′′E
Erdemli Alata 1967-2017 10 526 36°36′20′′N 34°18′36′′E
Silifke G?ksu 1967-2017 30 556 36°22′33′′N 33°55′28′′E
Table 2 Geographical properties, location, observation and analyzed periods for the meteorological stations
State Description Criterion
0 Non-drought SPI, SSI≥0.0
1 Mild drought -1.0≤SPI, SSI<0.0
2 Moderate drought -1.5≤SPI, SSI< -1.0
3 Severe drought -2.0≤SPI, SSI< -1.5
4 Extreme drought SPI, SSI≤ -2.0
Table 3 Classification scale for standardized streamflow index (SSI) and standardized precipitation index (SPI) values (McKee et al., 1993)
Fig. 2 Standardized streamflow index (SSI) and standardized precipitation index (SPI) series at seven stream gauging stations for time scales of 3 (Oct-Dec; a, c, e, g, i, k, m) and 6 (Oct-Mar; b, d, f, h, j, l, n) months from 1967 to 2017
Fig. 3 SSI and SPI series at seven stream gauging stations for time scales of 9 (Oct-Jun; a, c, e, g, i, k, m) and 12 (Oct-Sep, annual; b, d, f, h, j, l, n) months from 1967 to 2017
Fig. 4 Percentage of drought year in SPI series (a) and SSI series (b) in different sub-basins of the eastern Mediterranean Basin on different time scales (3-, 6-, 9-, and 12-month) from 1967 to 2017, as well as percentage of drought occurrence in different sub-basins in SPI and SSI series (c-i)
Fig. 5 Correlation coefficients between SSI and SPI for timescales of 1, 3, 6, 9, 12 and 24 months (a) and correlation coefficients between SSI and SPI for each month (b). Note that the x-axis in the right panel represents the 12 months of the year.
Month River Gauging station
G?rdürüp Lamas Kravga Hamam Pamuk Efrenk Karahac?l?
January 0.29 0.26 0.47 0.52 0.50 0.54 0.48
February -0.05 0.07 0.05 0.06 0.33 0.41 0.20
March 0.05 0.05 0.36 0.37 0.15 0.31 0.12
April 0.44 0.26 0.37 0.30 0.27 0.27 0.35
May 0.13 0.20 0.15 0.17 0.17 0.12 0.09
June 0.28 0.22 0.35 0.16 0.27 0.04 0.08
July 0.27 0.08 0.22 0.09 -0.04 -0.02 0.02
August 0.12 -0.01 -0.05 -0.10 0.20 -0.02 -0.10
September 0.15 -0.11 -0.01 -0.14 -0.40 -0.17 -0.16
October 0.06 0.13 -0.01 0.13 -0.08 0.18 0.02
November 0.24 -0.01 0.21 0.35 0.15 -0.05 0.00
December -0.04 -0.07 0.16 0.04 0.02 -0.06 -0.17
Table 4 Correlation coefficients between SSI and SPI for 12 months of the year
[1]   Aerts J, Droogers P. 2004. Climate Change in Contrasting River Basins: Adaptation Strategies for Water, Food, and Environment (1st ed.). Oxfordshire: CABI Books, 288.
[2]   Akbaş A. 2014. Important drought years over Turkey. Coğrafi Bilimler Dergisi, 12(2):101-118. (in Turkish)
doi: 10.1501/Cogbil_0000000155
[3]   Andreas M, Rohini K, Stephan T, et al. 2018. Climate change alters low flows in Europe under a 1.5, 2, and 3 degree global warming. Hydrology and Earth System Sciences Discussions, 22(2):1017-1032.
[4]   Arınç K. 2019. Mediterranean and Black Sea Regions, with Their Natural, Human, Economic and Political Aspects (2nd ed.) Erzurum: Biosphere Research Center Publications, 317 (in Turkish)
[5]   Bahadır M. 2011. The future trends and possible consequences of temperature and precipitation in the Mediterranean region. Uluslararası Sosyal Araştırmalar Dergisi, 19(4):364-378. (in Turkish)
[6]   Barker L J, Hannaford J, Chiverton A, et al. 2016. From meteorological to hydrological drought using standardised indicators. Hydrology and Earth System Sciences, 20(6):2483-2505.
doi: 10.5194/hess-20-2483-2016
[7]   Bayer Altın T, Barak B, Altın B N. 2012. Change in precipitation and temperature amounts over three decades in Central Anatolia, Turkey. Atmospheric and Climate Sciences, 2(1):107-125.
doi: 10.4236/acs.2012.21013
[8]   Bayer Altın T, Barak B. 2017. Trends and changes in tropical and summer days at the Adana Sub-Region of the Mediterranean Region, Southern Turkey. Atmospheric Research, 196:182-199.
doi: 10.1016/j.atmosres.2017.06.017
[9]   Bayer Altın T, Altın B N. 2018. Temperature and precipitation trends analysis in Karaman and Ermenek (Central Anatolia, Turkey) for period 1966-2017. In: Muşmal H, Yüksel E, Kapar M A, et al. Ermenek Araştirmaları-II. Konya: Palet Yayınları, 1-15. (in Turkish)
[10]   Bayer Altın T. 2019a. Drought analysis in Aksaray (Central Anatolia Region), Turkey. In: Yıldız M S, Can A, Özkaya M. The 4th International Aksaray Symposium. Aksaray University: 24-26.
[11]   Bayer Altın T. 2019b. Drought analysis of KOP Region. In: Aslan E, Başalan M, Arslan M, et al. The 7th International Symposium on Development of KOP Region. Kırıkkale: Kırıkkale University Publishing, 563-583. (in Turkish)
[12]   Bayer Altın T, Sarış F, Altın B N. 2020. Determination of drought intensity in Seyhan and Ceyhan River Basins, Turkey, by hydrological drought analysis. Theoretical and Applied Climatology, 139:95-107.
doi: 10.1007/s00704-019-02957-y
[13]   Bordi I, Fraedrich K, Sutera A. 2009. Observed drought and wetness trends in Europe: An update. Hydrology and Earth System Sciences, 13:1519-1530.
doi: 10.5194/hess-13-1519-2009
[14]   Boudad B, Sahbi H, Manssouri I. 2018. Analysis of meteorological and hydrological drought based in SPI and SDI index in the Inaouen Basin (Northern Morocco). Journal of Materials and Environmental Sciences, 9(1):219-227.
doi: 10.26872/jmes
[15]   Caloiero T, Veltri S, Caloiero P, et al. 2018. Drought analysis in Europe and in the Mediterranean Basin using the Standardized Precipitation Index. Water, 10(8):1043, doi: 10.3390/w10081043.
doi: 10.3390/w10081043
[16]   Çelik M A, Gülersoy A E. 2018. Climate classification and drought analysis of Mersin. MCBÜ Sosyal Bilimler Dergisi, 1(16):1-25. (in Turkish)
[17]   Cook B I, Smerdon J E, Seager R, et al. 2014. Global warming and 21st century drying. Climate Dynamics, 43:2607-2627.
doi: 10.1007/s00382-014-2075-y
[18]   Cook B I, Anchukaitis K J, Touchan R, et al. 2016. Spatiotemporal drought variability in the Mediterranean over the last 900 years. Journal of Geophysical Research: Atmospheres, 121(5):2060-2074.
doi: 10.1002/jgrd.v121.5
[19]   Çuhadar M, Atış E. 2019. Drought analysis in Ceyhan Basin using Standardized Precipitation Index. Journal of the Institute of Science and Technology, 9(4):2303-2312.
[20]   Dabanlı İ. 2018. Drought hazard, vulnerability, and risk assessment in Turkey. Arabian Journal of Geosciences, 11:538-550.
doi: 10.1007/s12517-018-3867-x
[21]   Duan W L, He B, Nover D, et al. 2016. Floods and associated socioeconomic damages in China over the last century. Natural Hazards, 82(1):401-413.
doi: 10.1007/s11069-016-2207-2
[22]   Duan W L, Hanasaki N, Shiogama H, et al. 2019a. Evaluation and future projection of Chinese precipitation extremes using large ensemble high-resolution climate simulations. Journal of Climate, 32(8):2169-2183.
doi: 10.1175/JCLI-D-18-0465.1
[23]   Duan W L, Zou S, Nover D. 2019b. Managing the water-climate-food nexus for sustainable development in Turkmenistan. Journal of Cleaner Production, 220:212-224.
doi: 10.1016/j.jclepro.2019.02.040
[24]   Duan W L, Takara K. 2020. Impacts of Climate and Human Activities on Water Resources and Quality: Integrated Regional Assessment (1st ed.). Singapore: Springer Nature, 1-183.
[25]   Ducrocq V. 2016. Climate change in the Mediterranean Region. In: Sabrié M L, Gibert B E, Mourier T. The Mediterranean Region under Climate Change. Marseille: AllEnvi Publishing, 71-104.
[26]   Ducrocq V, Gaume E. 2016. Hydro-meteorological extrems. In: Sabrié M L, G B E, Mourier T. The Mediterranean Region Under Climate Change. Marseille: AllEnvi Publishing, 105-144.
[27]   Farjad B, Gupta A, Marceau D J. 2016. Annual and seasonal variations of hydrological processes under climate change scenarios in two sub-catchments of a complex watershed. Water Resources Management, 30:2851-2865.
doi: 10.1007/s11269-016-1329-3
[28]   FDMD (Flood and Drought Management Department). 2018. Drought management plan of Eastern Mediterranean Basin. Ankara: Republic of Turkey Ministry of Agriculture and Forestry General Directorate of Water Management Publishing, 1-91.
[29]   Frierson D M W, Lu J, Chen G. 2007. Width of the Hadley cell in simple and comprehensive general circulation models. Geophysical Research Letters, 34(18):L18804.
doi: 10.1029/2007GL031115
[30]   Fujihara Y, Tanaka K, Watanabe T, et al. 2008. Assessing the impacts of climate change on the water resources of the Seyhan River Basin in Turkey: use of dynamically downscaled data for hydrologic simulations. Journal of Hydrology, 353(1-2):33-48.
doi: 10.1016/j.jhydrol.2008.01.024
[31]   GDWM (General Directorate of Water Management). 2016. Climate change impacts on water resources project. Eastern Mediterranean Region, Project No. 19. Ankara: Republic of Turkey Ministry of Agriculture and Forestry General Directorate of Water Management Publishing, 1-140.
[32]   Giannakopoulos C, Kostopoulou E, Varotsos K V, et al. 2011. An integrated assessment of climate change impacts for Greece in the near future. Regional Environmental Change, 11:829-843.
doi: 10.1007/s10113-011-0219-8
[33]   Grise K M, Davis S M. 2020. Hadley cell expansion in CMIP6 models. Atmospheric Chemistry and Physics, 20:5249-5268.
doi: 10.5194/acp-20-5249-2020
[34]   Gümüş V, Algın H M. 2017. Meteorological and hydrological drought analysis of the Seyhan-Ceyhan River Basins, Turkey. Meteorological Applications, 24(1):62-73.
doi: 10.1002/met.2017.24.issue-1
[35]   IPCC (Intergovernmental Panel on Climate Change). 2007. Fourth Assessment Report: Impacts, Adaptation and Vulnerability Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press, 976.
[36]   IPCC (Intergovernmental Panel on Climate Change). 2013. Summary for policymakers. In: Stocker T F, Qin D, Plattner G K, et al. Climate Change 2013: The Physical Science Basis Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press, 29.
[37]   Johanson C M, Fu Q. 2009. Hadley cell widening: Model simulations versus observations. Journal of Climate, 22:2713-2725.
doi: 10.1175/2008JCLI2620.1
[38]   Keskiner A D, Çetin M, Uçan M, et al. 2016. Meteorological drought analysis with different return periods by using Standardized Precipitation Index in geographic information systems environment: a case study in the Seyhan River Basin. Çukurova Journal of Agriculture and Food Sciences, 31(2):79-90.
[39]   Kömüşçü A Ü, Erkan A, Turgu E, et al. 2004. A new insight into drought vulnerability in Turkey using the standard precipitation index. Journal of Environmental Hydrology, 12(18):1-17.
[40]   Kurnaz L. 2014. 2014. Drought in Turkey. IPC-Mercator Policy Brief. [2021-01-09]. http://ipc.sabanciuniv.edu/en/wp-content/uploads/2014/03/DROUGHT-IN-TURKEY-Levent-Kurnaz.pdf.
[41]   Livada I, Assimakopoulos V D. 2007. Spatial and temporal analysis of drought in Greece using the Standardized Precipitation Index (SPI). Theoretical and Applied Climatology, 89:143-153.
doi: 10.1007/s00704-005-0227-z
[42]   Ljubenkov I, Kalin K C. 2016. Evaluation of drought using standardized precipitation and flow indices and their correlations on an example of Sinjsko polje. Gradevinar, 68(2):135-143.
[43]   Lorenzo L J, Vicente S S M, Gonzalez H J C, et al. 2013. Hydrological drought response to meteorological drought in the Iberian Peninsula. Climate Research, 58(2):117-131.
doi: 10.3354/cr01177
[44]   Loukas A, Vasiliades L. 2004. Probabilistic analysis of drought spatiotemporal characteristics in Thessaly region, Greece. Nat. Hazards Earth Syst., Sci. 4:719-731.
doi: 10.5194/nhess-4-719-2004
[45]   McKee T B, Doesken N J, Kleist J. 1993. The relationship of drought frequency and duration to time scales. In: Preprints of 8th Conference on Applied Climatology. Anaheim, California, 179-184.
[46]   McKee T B, Doesken N J, Kleist J. 1995. Drought monitoring with multiple time scales. In: The 9th Conference on Applied Climatology. Boston: American Meteorological Society, 233-236.
[47]   MedECC (Mediterranean Experts on Climate and Environmental Change). 2019. Risks associated to climate and environmental changes in the Mediterranean region. [2020-10-18]. https://ufmsecretariat.org/wp-content/uploads/2019/10MedECC-booklet_EN_WEB.
[48]   Mendicino G, Senatore A, Versace P. 2008. A groundwater resource index (GRI) for drought monitoring and forecasting in a Mediterranean climate. Journal of Hydrology, 357(3-4):282-302.
doi: 10.1016/j.jhydrol.2008.05.005
[49]   Nkiaka E, Nawaz N R, Lovett J C. 2017. Using standardized indicators to analyse dry/wet conditions and their application for monitoring drought/floods: a study in the Logone catchment, Lake Chad basin. Hydrological Sciences Journal, 62(16):2720-2736.
doi: 10.1080/02626667.2017.1409427
[50]   Oğuz K, Pekin M A, Gürkan H, et al. 2017. Analyses of drought in Eastern Mediterranean basin with era-interim data. Anadolu Tarım Bilimleri Dergisi, 32:229-236.
[51]   Quan X W, Diaz H F, Hoerling M P. 2004. Change in the tropical hadley sell since 1950. In: Diaz H F, Bradley R S. The Hadley Circulation: Present, Past and Future. Advances in Global Change Research, 21. Dordrecht: Springer, 85-120.
[52]   Ratner B. 2009. The correlation coefficient: Its values range between +1/-1, or do they? Journal of Targeting, Measurement and Analysis for Marketing, 17:139-142.
doi: 10.1057/jt.2009.5
[53]   Şahin Ü, Kurnaz L. 2014. Climate change and drought (İklim değişikliği ve kuraklık) (1st ed.). Istanbul: Sabancı Üniversitesi, İstanbul Politikalar Merkezi, 1-38.
[54]   Salimi H, Asadi E, Darbandi S. 2021. Meteorological and hydrological drought monitoring using several drought indices. Applied Water Science, 11:11, doi. org/10.1007/s13201-020-01345-6.
doi: org/10.1007/s13201-020-01345-6
[55]   Schneider C, Laizé C L R, Acreman M C, et al. 2013. How will climate change modify river flow regimes in Europe? Hydrology Earth System Sciences, 17(1):325-339.
doi: 10.5194/hess-17-325-2013
[56]   Seidel D J, Fu Q, Randel W J, et al. 2008. Widening of the tropical belt in a changing climate. Nature Geoscience, 1(1):21-24.
doi: 10.1038/ngeo.2007.38
[57]   Şen Ö L, Bozkurt D, Göktürk O M, et al. 2013. Climate change and its possible effects in Turkey. [2020-06-18]. https://www.researchgate.net/publication/322099836_Turkiye'de_Iklim_Degisikligi_ve_Olasi_Etkileri. (in Turkish)
[58]   Shukla S, Wood A W. 2008. Use of a Standardized Runoff Index for characterizing hydrologic. Geophysical Research Letters, 35(2):L02405, doi: 10.1029/2007GL032487.
doi: 10.1029/2007GL032487
[59]   Şimşek O, Çakmak B. 2010. Drought analysis for 2007-2008 agricultural year of Turkey. Journal of Tekirdag Agricultural Faculty, 7(3):99-109. (in Turkish)
[60]   Sönmez F K, Kömüşçü A Ü, Erkan A, et al. 2005. An analysis of spatial and temporal dimension of drought vulnerability in Turkey using the Standardized Precipitation Index. Natural Hazards, 35:243-264.
doi: 10.1007/s11069-004-5704-7
[61]   Spinoni J, Vogt J V, Naumann G, et al. 2018. Will drought events become more frequent and severe in Europe? International Journal of Climatology, 38(4):1718-1736.
doi: 10.1002/joc.2018.38.issue-4
[62]   Sun Q, Miao C, Duan Q. 2015. Extreme climate events and agricultural climate indices in China: CMIP5 model evaluation and projections. International Journal of Climatology, 36(1):43-61.
doi: 10.1002/joc.4328
[63]   Topçu E, Seçkin N. 2016. Drought analysis of the Seyhan Basin by using Standardized Precipitation Index (SPI) and L-moments. Journal of Agricultural Sciences, 22:196-215.
[64]   Topraksu. 1974. Soils of Eastern Mediterranean Basin. Ankara: Republic of Turkey, Ministry of Agriculture, Forestry, Soil and Water General Directorate Publishing, 1-52.
[65]   Türkeş M. 2005. Climate of southern part of the Middle Kızılırmak sub-region (Cappadocia District) and its vulnerability to desertification. Aegean Geographical Journal, 14:73-97. (in Turkish)
[66]   Türkeş M, Tatlı H. 2009. Use of the standardized precipitation index (SPI) and a modified SPI for shaping the drought probabilities over Turkey. International Journal of Climatology, 29(15):2270-2282.
doi: 10.1002/joc.v29:15
[67]   Vasiliades L, Loukas A. 2009. Hydrological response to meteorological drought using the Palmer drought indices in Thessaly, Greece. Desalination, 237(1-3):3-21.
doi: 10.1016/j.desal.2007.12.019
[68]   Wilhite D A, Glantz M H. 1985. Understanding: the drought phenomenon: the role of definitions. Water International, 10(3):111-120.
doi: 10.1080/02508068508686328
[1] BAI Jizhou, LI Jing, RAN Hui, ZHOU Zixiang, DANG Hui, ZHANG Cheng, YU Yuyang. Influence of varied drought types on soil conservation service within the framework of climate change: insights from the Jinghe River Basin, China[J]. Journal of Arid Land, 2024, 16(2): 220-245.
[2] LIU Xinyu, LI Xuemei, ZHANG Zhengrong, ZHAO Kaixin, LI Lanhai. A CMIP6-based assessment of regional climate change in the Chinese Tianshan Mountains[J]. Journal of Arid Land, 2024, 16(2): 195-219.
[3] BAI Miao, LI Zhanling, HUO Pengying, WANG Jiawen, LI Zhanjie. Propagation characteristics from meteorological drought to agricultural drought over the Heihe River Basin, Northwest China[J]. Journal of Arid Land, 2023, 15(5): 523-544.
[4] Sakine KOOHI, Hadi RAMEZANI ETEDALI. Future meteorological drought conditions in southwestern Iran based on the NEX-GDDP climate dataset[J]. Journal of Arid Land, 2023, 15(4): 377-392.
[5] Hushiar HAMARASH, Rahel HAMAD, Azad RASUL. Meteorological drought in semi-arid regions: A case study of Iran[J]. Journal of Arid Land, 2022, 14(11): 1212-1233.
[6] Ayad M F AL-QURAISHI, Heman A GAZNAYEE, Mattia CRESPI. Drought trend analysis in a semi-arid area of Iraq based on Normalized Difference Vegetation Index, Normalized Difference Water Index and Standardized Precipitation Index[J]. Journal of Arid Land, 2021, 13(4): 413-430.
[7] CAO Huicong, YAN Dandan, JU Yuelin. Drought and flood characteristics in the farming- pastoral ecotone of northern China based on the Standardized Precipitation Index[J]. Journal of Arid Land, 2021, 13(12): 1244-1259.
[8] SALEHNIA Nasrin, ALIZADEH Amin, SANAEINEJAD Hossein, BANNAYAN Mohammad, ZARRIN Azar, HOOGENBOOM Gerrit. Estimation of meteorological drought indices based on AgMERRA precipitation data and station-observed precipitation data[J]. Journal of Arid Land, 2017, 9(6): 797-809.
[9] HAZAYMEH Khaled, K HASSAN Quazi. A remote sensing-based agricultural drought indicator and its implementation over a semi-arid region, Jordan[J]. Journal of Arid Land, 2017, 9(3): 319-330.
[10] ESCALANTE-SANDOVAL Carlos, NU?EZ-GARCIA Pedro. Meteorological drought features in northern and northwestern parts of Mexico under different climate change scenarios[J]. Journal of Arid Land, 2017, 9(1): 65-75.