Abstract
Drought is one of the most relevant natural disasters, especially in arid regions such as Iran. One of the requirements to access reliable drought monitoring is long-term and continuous high-resolution precipitation data. Different climatic and global databases are being developed and made available in real time or near real time by different agencies and centers; however, for this purpose, these databases must be evaluated regionally and in different local climates. In this paper, a near real-time global climate model, a data assimilation system, and two gridded gauge-based datasets over Iran are evaluated. The ground truth data include 50 gauges from the period of 1980 to 2010. Drought analysis was carried out by means of the Standard Precipitation Index (SPI) at 2-, 3-, 6-, and 12-month timescales. Although the results show spatial variations, overall the two gauge-based datasets perform better than the models. In addition, the results are more reliable for the western portion of the Zagros Range and the eastern region of the country. The analysis of the onsets of the 6-month moderate drought with at least 3 months’ persistence indicates that all datasets have a better performance over the western portion of the Zagros Range, but display poor performance over the coast of the Caspian Sea. Base on the results of this study, the Modern-Era Retrospective Analysis for Research and Applications (MERRA) dataset is a preferred alternative for drought analysis in the region when gauge-based datasets are not available.
Similar content being viewed by others
References
AghaKouchak A, Nakhjiri N (2012) A near real-time satellite-based global drought climate data record. Environ Res Lett. doi:10.1088/1748-9326/7/4/044037
AghaKouchak A (2014a) A multivariate approach for persistence-based drought prediction: application to the 2010–2011 East Africa drought. J Hydrol. doi:10.1016/j.jhydrol.2014.09.063
AghaKouchak A (2014b) A baseline probabilistic drought forecasting framework using standardized soil moisture index: application to the 2012 United States drought. Hydrol Earth Syst Sci 18:2485–2492. doi:10.5194/hess-18-2485-2014
Barlow M, Cullen H, Lyon B, Wilhelmi O (2006) Drought disaster in Asia. Nat Disaster Hotspots Case Stud 6:1–20
Damberg L, AghaKouchak A (2014) Global trends and patterns of droughts from space. Theoret Appl Clim 117:441–448
del Rio S, Penas A, Fraile R (2005) Analysis of recent climatic variations in Castile and Leon (Spain). Atmos Res 73:69–85
Dinku T, Connor SJ, Ceccato P (2010) Comparison of CMORPH and TRMM-3B42 over mountainous regions of Africa and South America, In Satellite rainfall applications for surface hydrology. Springer, Netherlands, pp 193–204. doi:10.1007/978-90-481-2915-7-11
Edwards EC, McKee TB (1997) Characteristics of 20th century drought in the United States at multiple time scales, Climatology Rep. 97–2, Atmospheric Science Paper 634, Department of Atmospheric Science, Colorado State University, Fort Collins, CO, 155 pp, Available online at http://ccc.atmos.colostate.edu/edwards.pdf
Fowler HJ, Kilsby CG (2002) A weather-type approach to analyzing water resource drought in the Yorkshire region from 1881–1998. J Hydrol 262:177–192
Fox RC, Rowntree KM (2013) Extreme weather events in the Sneeuberg, Karoo, South Africa: a case study of the floods of 9 and 12 February 2011. Hydrol Earth Syst Sci Discuss 10:10809–10844
Golian S, Mazdiyasni O, AghaKouchak A (2014) Trends in meteorological and agricultural droughts in Iran. Theoret Appl Clim. doi:10.1007/s00704-014-1139-6
Grasso VF, Singh A (2011) Early warning systems: state-of-art analysis and future directions. Draft report, UNEP, (Available online at https://na.unep.net/siouxfalls/publications/Early_Warning.pdf)
Gringorten II (1963) A plotting rule for extreme probability paper. J Geophys Res 68:813–814
Guttman NB (1999) Accepting the standardized precipitation index: a calculation algorithm JAWRA. J Am Water Resour Assoc 35:311–322
Hao Z, AghaKouchak A (2013) Multivariate standardized drought index: a parametric multi-index model. Adv Water Resour 57:12–18
Hao Z, AghaKouchak A (2014) A nonparametric multivariate multi-index drought monitoring framework. J Hydrometeorol 15:89–101
Hao Z, AghaKouchak A, Nakhjiri N, Farahmand A (2014) Global integrated drought monitoring and prediction system. Sci Data. doi:10.1038/sdata.2014.1
Hosseinzadeh Talaee P, Tabari H, Sobhan Ardakani S (2014) Hydrological drought in the west of Iran and possible association with large-scale atmospheric circulation patterns. Hydrol Process 28:764–773
Hsu K, Gao X, Sorooshian S, Gupta HV (1997) Precipitation estimation from remotely sensed information using artificial neural networks. J Appl Meteorol 36:1176–1190
Huffman G, Adler R, Bolvin D, Gu G, Nelkin E, Bowman K, Stocker E, Wolff D (2007) The TRMM multi-satellite precipitation analysis: quasi-global, multiyear, combined sensor precipitation estimates at fine scale. J Hydrometeorol 8:38–55
IPCC (2013) In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) 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 University Press, Cambridge. doi:10.1017/CBO9781107415324, 1535 pp
Katiraie-Boroujerdy PS, Nasrollahi N, Hsu KL, Sorooshian S (2013) Evaluation of satellite-based precipitation estimation over Iran. J Arid Environ 97:205–219
Kidd CP, Bauer J, Turk G-J, Huffman R, Joyce K-L, Hsu K, Braithwaite D (2012) Intercomparison of high-resolution precipitation products over Northwest Europe. J Hydrometeorol 13:67–83
Kim CJ, Park MJ, Lee JH (2014) Analysis of climate change impacts on the spatial and frequency patterns of drought using a potential drought hazard mapping approach. Int J Climatol 34:61–80
Livneh B, Xia Y, Mitchell KE, Ek MB, Lettenmaier DP (2010) Noah LSM snow model diagnostics and enhancements. J Hydrometeorol 11:721–738
Madadgar S, Moradkhani H (2013) Drought analysis under climate change using copula. J Hydrol Eng 18(7):746–759
McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales, preprints, Eighth Conf. on Applied Climatology, Anaheim, CA, Amer. Meteor. Soc., 179–184
Mirabbasi R, Anagnostou EN, Fakheri-Fard A, Dinpashoh Y, Eslamian S (2014) Analysis of meteorological drought in northwest Iran using the Joint Deficit Index. J Hydrol 492:35–48
Mo KC (2008) Model-based drought indices over the United States. J Hydrometeorol 9:1212–1230
Mo KC, Long LN, Xia Y, Yang SK, Schemm JE, Ek M (2011) Drought indices based on the climate forecast system reanalysis and ensemble NLDAS. J Hydrometeorol 12(2):181–205
Nkemdirim L, Weber L (1999) Comparison between the droughts of the 1930s and the 1980s in the southern praires of Canada. J Clim 12:2434–2450
Oladipo EO (1995) Some statistical characteristics of drought area variations in the savanna region of Nigeria. Theoret Appl Clim 50:147–155
Peters-Lidard C, Houser PR, Tian Y et al (2007) High-performance Earth system modeling with NASA/GSFC’s land information system, Innovations Syst. Softw Eng 3:157–165
Pozzi W, Sheffield J, Stefanski R, Cripe D, Pulwarty R, Vogt JV, Nicholson M (2013) Toward global drought early warning capability. Bull Am Meteorol Soc 94(6):776–787
Rahimzadeh Bajgiran P, Darvishsefat AA, Khalili A, Makhdoum MF (2008) Using AVHRR-based vegetation indices for drought monitoring in the Northwest of Iran. J Arid Environ 72(6):1086–1096
Raziei T, Saghafian B, Paulo AA, Pereira LS, Bordi I (2009) Spatial patterns and temporal variability of drought in Western Iran. Water Resour Manag 23(3):439–455
Raziei T, Bordi I, Santos Pereira L (2011) An application of GPCC and NCEP/NCAR datasets for drought variability analysis in Iran. Water Resour Manag 25(4):1075–1086
Reichle RH, Koster RD, De Lannoy GJM, Forman BA, Liu Q, Mahanama SPP, Toure A (2011) Assessment and enhancement of MERRA land surface hydrology estimates. J Clim 24:6322–6338
Rienecker MM, Suarez MJ, Gelaro R, Todling R, Bacmeister J, Liu E, Bosilovich MG, Schubert SD, Takacs L, Kim G-K, Bloom S, Chen J, Collins D, Conaty A, da Silva A (2011) MERRA: NASA’s modern-era retrospective analysis for research and applications. J Clim 24:3624–3648
Rodell M, Houser PR, Jambor U, Gottschalck J, Mitchell K, Meng C-J, Arsenault K, Cosgrove B, Radakovich J, Bosilovich M, Entin JK, Walker JP, Lohmann D, Toll D (2004) The global land data assimilation system. Bull Am Meteorol Soc 85(3):381–394
Sayari N, Bannayan M, Alizadeh A, Farid A (2013) Using drought indices to assess climate change impacts on drought conditions in the northeast of Iran (case study: Kashafrood basin). Met Apps 20:115–127
Schneider U, Becker A, Finger P, Meyer-Christoffer A, Rudolf B, Ziese M (2011) GPCC full data reanalysis version 6.0 at 0.5: monthly land-surface precipitation from rain-gauges built on GTS-based and historic data. doi:10.5676/DWD_GPCC/FD_M_V6_050
Schneider U, Becker A, Finger P, Meyer-Christoffer A, Ziese M, Rudolf B (2014) GPCC’s new land surface precipitation climatology based on quality-controlled in situ data and its role in quantifying the global water cycle. Theor Appl Clim 115(1–2):15–40
Sorooshian S, Hsu KL, Gao X, Gupta HV, Imam B, Braithwaite D (2000) Evaluation of PERSIANN system satellite-based estimates of tropical rainfall. Bull Am Meteorol Soc 81:2035–2046
Sorooshian S, AghaKouchak A, Arkin P et al (2011) Advanced concepts on remote sensing of precipitation at multiple scales. Bull Am Meteorol Soc 92:1353–1357. doi:10.1175/2011BAMS3158.1
Tabari H, Abghari H, Hosseinzadeh Talaee P (2012) Temporal trends and spatial characteristics of drought and rainfall in arid and semiarid regions of Iran. Hydrol Process 26(22):3351–3361
Tabari H, Nikbakht J, Hosseinzadeh Talaee P (2013) Hydrological drought assessment in Northwestern Iran based on streamflow drought index (SDI). Water Resour Manag 27(1):137–151
Turk FJ, Rohaly G, Hawkins JD, Smith EA, Grose A, Marzano FS, Mugnai A, Levizzani V (2000) Analysis and assimilation of rainfall from blended SSM/I, TRMM and geostationary satellite data, preprints, 10th Conf. on Satellite Meteorology and Oceanography, Long Beach, CA, Amer. Meteor. Soc., 66–69, (The abstract is available on line at https://ams.confex.com/ams/annual2000/techprogram/paper_147.htm)
Vicente-Serrano SM (2006) Spatial and temporal analysis of droughts in the Iberian Peninsula (1910–2000). Hydrol Sci J 51(1):83–97
Vicente-Serrano SM, Beguería S, López-Moreno JI (2010) A multiscalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index. J Clim 23(7). doi:10.1175/2009JCLI2909
Wilhite DA, Sivakumar MVK, Wood DA (2000) Early warning systems for drought preparedness and drought management. In: Wilhite DA (ed) Proceedings of an Expert Group Meeting held in Lisbon, Portugal, 5–7 September 2000. World Meteorological Organization, Geneva, 208 pp
Wilks DS (2006) Statistical methods in the atmospheric sciences, 2nd ed. Academic Press, 627 pp
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
Yi Y, Kimball J, Jones L, Reichle RH, McDonald K (2011) Evaluation of MERRA land surface estimates in preparation for the Soil Moisture Active Passive mission. J Clim 24(15):3797–3816
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Katiraie-Boroujerdy, PS., Nasrollahi, N., Hsu, Kl. et al. Quantifying the reliability of four global datasets for drought monitoring over a semiarid region. Theor Appl Climatol 123, 387–398 (2016). https://doi.org/10.1007/s00704-014-1360-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-014-1360-3