Skip to main content
Top
Published in: Water Resources Management 10/2021

16-07-2021

RETRACTED ARTICLE: Recommendations for modifying the Standardized Precipitation Index (SPI) for Drought Monitoring in Arid and Semi-arid Regions

Authors: Peyman Mahmoudi, Alireza Ghaemi, Allahbakhsh Rigi, Seyed Mahdi Amir Jahanshahi

Published in: Water Resources Management | Issue 10/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This study mostly aimed to modify the calculation process of the standardized precipitation index (SPI) to survey the droughts in arid and semi-arid areas. The selection of the best probability distribution functions, selection of the most appropriate probabilistic estimates to assign SPI values to zero precipitations, and recommendation of an appropriate precipitation time series arrangement at different time scales were focused attention to modify the SPI calculation process. The results demonstrated that the probability distribution of the generalized extreme values at monthly, seasonal and annual time scales was the best alternative to calculate the SPI than the default gamma distribution. To assign SPI values to zero precipitation at precipitation time series of arid and semi-arid areas which have a specific seasonal precipitation regime, the statistical "center of mass" of zero distribution method yielded better results than the maximum likelihood estimation method. Finally, to arrange precipitation time series of arid and semi-arid areas, it was proposed to consider the individual months and seasons as an independent statistical population rather than to consider the entire monthly rainfall time series of these areas as an independent statistical population. This is because if this type of rainfall time series arrangement is not selected, the dry months are shown to be less important while the wet months more important when calculating the SPI.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Agnew C (2000) Using the SPI to identify Drought. Drought Network News (1994-2001), Paper 1 12(1); 6-12 Agnew C (2000) Using the SPI to identify Drought. Drought Network News (1994-2001), Paper 1 12(1); 6-12
go back to reference Aksoy H (2000) Use of gamma distribution in hydrological analysis. Turkish J Eng Env Sci 24(6): 419–428 Aksoy H (2000) Use of gamma distribution in hydrological analysis. Turkish J Eng Env Sci 24(6): 419–428
go back to reference Almedeij J (2014) Drought analysis for Kuwait using Standardized Precipitation Index. Sci World J 2014:1–9CrossRef Almedeij J (2014) Drought analysis for Kuwait using Standardized Precipitation Index. Sci World J 2014:1–9CrossRef
go back to reference Angelidis P, Fotios M, Kotsovinos N, Hrissanthou V (2012) Computation of drought index SPI with alternative distribution functions. Water Resour Manage 26(9):2453–2473CrossRef Angelidis P, Fotios M, Kotsovinos N, Hrissanthou V (2012) Computation of drought index SPI with alternative distribution functions. Water Resour Manage 26(9):2453–2473CrossRef
go back to reference Bailey RW (1994) Polar generation of random variates with the t-distribution. Math Comput 62(206):779–781 Bailey RW (1994) Polar generation of random variates with the t-distribution. Math Comput 62(206):779–781
go back to reference Bansal N, Hamedani GG, Key E, Volkmer H, Zhang H, Behboodian J (1999) Some characterizations of the normal distribution. Stat Probab Lett 42(4):393–400CrossRef Bansal N, Hamedani GG, Key E, Volkmer H, Zhang H, Behboodian J (1999) Some characterizations of the normal distribution. Stat Probab Lett 42(4):393–400CrossRef
go back to reference Benjamin JR, Cornell CA (1970) Probability, Statistics and Decision for Civil Engineers, McGraw-Hill, Inc., New York, 685 Benjamin JR, Cornell CA (1970) Probability, Statistics and Decision for Civil Engineers, McGraw-Hill, Inc., New York, 685
go back to reference Bhakar SR, Bansal AK, Chhajed N, Purohit RC (2006) Frequency Analysis of Consecutive Days Maximum Rainfall at Banswara, Rajasthan. India ARPN J Eng Appl Sci 1(3):64–67 Bhakar SR, Bansal AK, Chhajed N, Purohit RC (2006) Frequency Analysis of Consecutive Days Maximum Rainfall at Banswara, Rajasthan. India ARPN J Eng Appl Sci 1(3):64–67
go back to reference Blain GC (2011) Standardized precipitation index based on pearson type III distribution. Rev Bras De Meteorol 26:167–180CrossRef Blain GC (2011) Standardized precipitation index based on pearson type III distribution. Rev Bras De Meteorol 26:167–180CrossRef
go back to reference Castellvi F, Mormeneo I, Perez PJ (2004) Generation of daily amounts of precipitation from standard climatic data: a case study for Argentina. J Hydrol 289:286–302CrossRef Castellvi F, Mormeneo I, Perez PJ (2004) Generation of daily amounts of precipitation from standard climatic data: a case study for Argentina. J Hydrol 289:286–302CrossRef
go back to reference Cooray K, Ananda MM (2008) A generalization of the half-normal distribution with applications to lifetime data. Commun Stat-Theor M 37(9):1323–1337CrossRef Cooray K, Ananda MM (2008) A generalization of the half-normal distribution with applications to lifetime data. Commun Stat-Theor M 37(9):1323–1337CrossRef
go back to reference Dahamsheh A, Aksoy H (2006) Structural characteristics of annual precipitation data in Jordan. Theor Appl Climatol 88:201–212CrossRef Dahamsheh A, Aksoy H (2006) Structural characteristics of annual precipitation data in Jordan. Theor Appl Climatol 88:201–212CrossRef
go back to reference Decani JS, Stine RA (1986) A note on deriving the information matrix for a logistic distribution. Am Stat 40(3):220–222 Decani JS, Stine RA (1986) A note on deriving the information matrix for a logistic distribution. Am Stat 40(3):220–222
go back to reference Dogan S, Berktay A, Singh VP (2012) Comparison of multi-monthly rainfall-based drought severity indices, with application to semiarid Konya closed basin, Turkey. J Hydrol 470–471:255–268CrossRef Dogan S, Berktay A, Singh VP (2012) Comparison of multi-monthly rainfall-based drought severity indices, with application to semiarid Konya closed basin, Turkey. J Hydrol 470–471:255–268CrossRef
go back to reference Drăgulescu A, Yakovenko VM (2001) Evidence for the exponential distribution of income in the USA. Eur Phys J B 20(4): 585–589 Drăgulescu A, Yakovenko VM (2001) Evidence for the exponential distribution of income in the USA. Eur Phys J B 20(4): 585–589
go back to reference Edwards DC, McKee TB (1997) Characteristics of 20th century drought in the United States at multiple time scales. Atmospheric Science Paper No. 634, Climatology Report 97–2, Department of Atmospheric Science, Colorado State University, Fort Collins, Colorado, 155 Edwards DC, McKee TB (1997) Characteristics of 20th century drought in the United States at multiple time scales. Atmospheric Science Paper No. 634, Climatology Report 97–2, Department of Atmospheric Science, Colorado State University, Fort Collins, Colorado, 155
go back to reference Guttman NB (1999) Accepting the standardized precipitation index: a calculation algorithm. J Am Water Resour Assoc 35 (2): 311–322 Guttman NB (1999) Accepting the standardized precipitation index: a calculation algorithm. J Am Water Resour Assoc 35 (2): 311–322
go back to reference Haghighatjou P (2002) Probability distribution functions as applied to monthly and annual precipitation of old stations in Iran. J Agric Sci Natur Resour 9(3): 41–48. (In Persian) Haghighatjou P (2002) Probability distribution functions as applied to monthly and annual precipitation of old stations in Iran. J Agric Sci Natur Resour 9(3): 41–48. (In Persian)
go back to reference Haight FA (1967) Handbook of the Poisson Distribution. Wiley, New York Haight FA (1967) Handbook of the Poisson Distribution. Wiley, New York
go back to reference Husak GJ, Michaelsen J, Funk C (2007) Use of the gamma distributionto represent monthly rainfall in Africa for drought monitoring applications. Int J Climatol 27:935–944CrossRef Husak GJ, Michaelsen J, Funk C (2007) Use of the gamma distributionto represent monthly rainfall in Africa for drought monitoring applications. Int J Climatol 27:935–944CrossRef
go back to reference Jain VK, Pandey RP, Jain MK, Byun HR (2015) Comparison drought indices for appraisal of drought characteristics in the Ken River Basin. Weather Clim Extremes 8:1–11CrossRef Jain VK, Pandey RP, Jain MK, Byun HR (2015) Comparison drought indices for appraisal of drought characteristics in the Ken River Basin. Weather Clim Extremes 8:1–11CrossRef
go back to reference Kotz S, Nadarajah S (2000) Extreme value distributions: theory and applications. World Scientific. 196 pp. Kotz S, Nadarajah S (2000) Extreme value distributions: theory and applications. World Scientific. 196 pp.
go back to reference Lange KL, Little RJ, Taylor JM (1989) Robust statistical modeling using the t distribution. J Am Stat Assoc 84(408):881–896 Lange KL, Little RJ, Taylor JM (1989) Robust statistical modeling using the t distribution. J Am Stat Assoc 84(408):881–896
go back to reference Lloyd-Hughes B, Saunders MA (2002) A drought climatology for Europe. Int J Climatol 22:1571–1592CrossRef Lloyd-Hughes B, Saunders MA (2002) A drought climatology for Europe. Int J Climatol 22:1571–1592CrossRef
go back to reference Livada I, Assimakopoulos V (2007) Spatial and temporal analysis of drought in Greece using the Standardized Precipitation Index (SPI). Theor Appl Climatol 89(3–4):143–153CrossRef Livada I, Assimakopoulos V (2007) Spatial and temporal analysis of drought in Greece using the Standardized Precipitation Index (SPI). Theor Appl Climatol 89(3–4):143–153CrossRef
go back to reference Michaelides S, Pashiardis S (2008) Monitoring drought in Cyprus during the 2007–2008 hydrometeorological year by using the standardized precipitation index (SPI). Eur Water 23(24):123–131 Michaelides S, Pashiardis S (2008) Monitoring drought in Cyprus during the 2007–2008 hydrometeorological year by using the standardized precipitation index (SPI). Eur Water 23(24):123–131
go back to reference Mahmoudi P, Rigi A, Miri Kamak M (2019) A comparative study of precipitation based drought indices with the aim of selecting the best index for drought monitoring in Iran. Theor Appl Climatol 137(3–4):3123–3138CrossRef Mahmoudi P, Rigi A, Miri Kamak M (2019) A comparative study of precipitation based drought indices with the aim of selecting the best index for drought monitoring in Iran. Theor Appl Climatol 137(3–4):3123–3138CrossRef
go back to reference Mahmoudi P, Rigi A, Miri Kamak M (2019b) Evaluating the sensitivity of precipitation-based drought indices to different lengths of record. J Hydrol 579: 124181 Mahmoudi P, Rigi A, Miri Kamak M (2019b) Evaluating the sensitivity of precipitation-based drought indices to different lengths of record. J Hydrol 579: 124181
go back to reference Makkonen L (2006) Plotting positions in extreme value analysis. J Appl Meteorol Climatol 45(2):334–340CrossRef Makkonen L (2006) Plotting positions in extreme value analysis. J Appl Meteorol Climatol 45(2):334–340CrossRef
go back to reference Makkonen L (2008) Bringing closure to the plotting position controversy. Commun Stat Theory Meth 37(3):460–467CrossRef Makkonen L (2008) Bringing closure to the plotting position controversy. Commun Stat Theory Meth 37(3):460–467CrossRef
go back to reference Masoodian SA (2012) Climate of Iran. Sharia -E- Tous Press, Mashhad, Iran, pp. 217 (In Persian). Masoodian SA (2012) Climate of Iran. Sharia -E- Tous Press, Mashhad, Iran, pp. 217 (In Persian).
go back to reference McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scale. Preprints, Eighth Conf. on Applied Climatology, Anaheim, CA, Amer Meteor. Soc 179–184 McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scale. Preprints, Eighth Conf. on Applied Climatology, Anaheim, CA, Amer Meteor. Soc 179–184
go back to reference McKee TB, Doesken NJ, Kleist J (1995) Drought monitoring with multiple time scales. Preprints, Ninth Conf. on Applied Climatology, Dallas, TX, Amer Meteor Soc 233–236 McKee TB, Doesken NJ, Kleist J (1995) Drought monitoring with multiple time scales. Preprints, Ninth Conf. on Applied Climatology, Dallas, TX, Amer Meteor Soc 233–236
go back to reference Mishra AK, Singh VP (2010) A review of drought concepts. J Hydrol 391:202–216CrossRef Mishra AK, Singh VP (2010) A review of drought concepts. J Hydrol 391:202–216CrossRef
go back to reference Mondol MAH, Ara I, Das SC (2017) Meteorological drought index mapping in Bangladesh using Standardized Precipitation Index during 1981–2010. Adv Meteorol 2017:1–17CrossRef Mondol MAH, Ara I, Das SC (2017) Meteorological drought index mapping in Bangladesh using Standardized Precipitation Index during 1981–2010. Adv Meteorol 2017:1–17CrossRef
go back to reference Moorhead JE, Gowda PH, Singh VP, Porter DO, Marek TH, Howell TA, Stewart BA (2015) Identifying and Evaluating a suitable index for agricultural drought monitoring in the Texas High Plains. J Am Resour as 51(3):807–820CrossRef Moorhead JE, Gowda PH, Singh VP, Porter DO, Marek TH, Howell TA, Stewart BA (2015) Identifying and Evaluating a suitable index for agricultural drought monitoring in the Texas High Plains. J Am Resour as 51(3):807–820CrossRef
go back to reference Morid S, Smakhtin V, Moghaddasi M (2006) Comparison of seven meteorological indices for drought monitoring in Iran. Int J Climatol 27(15):971–985CrossRef Morid S, Smakhtin V, Moghaddasi M (2006) Comparison of seven meteorological indices for drought monitoring in Iran. Int J Climatol 27(15):971–985CrossRef
go back to reference Muraleedharan G, Soares CG, Lucas C (2011) Characteristic and moment generating functions of generalised extreme value distribution (GEV). In Sea Level Rise, Coastal Engineering, Shorelines and Tides ;269–276. Nova Muraleedharan G, Soares CG, Lucas C (2011) Characteristic and moment generating functions of generalised extreme value distribution (GEV). In Sea Level Rise, Coastal Engineering, Shorelines and Tides ;269–276. Nova
go back to reference Nolan JP (1997) Numerical calculation of stable densities and distribution functions. Commun Stat Stoch M 13(4), 759–774 Nolan JP (1997) Numerical calculation of stable densities and distribution functions. Commun Stat Stoch M 13(4), 759–774
go back to reference Nolan J (2003) Stable distributions: models for heavy-tailed data. Springer International Publishing, 341 Nolan J (2003) Stable distributions: models for heavy-tailed data. Springer International Publishing, 341
go back to reference Ntale HK, Gan T (2003) Drought indices and their application to East Africa. Int J Climatol 23(11):1335–1357CrossRef Ntale HK, Gan T (2003) Drought indices and their application to East Africa. Int J Climatol 23(11):1335–1357CrossRef
go back to reference Patel JK, Read CB (1996) Handbook of the normal distribution (Vol. 150). CRC Press Patel JK, Read CB (1996) Handbook of the normal distribution (Vol. 150). CRC Press
go back to reference Paulo AA, Pereira LS (2006) Drought concepts and characterization, comparing drought indices applied at local and regional scales. Water Int 31(1):37–49CrossRef Paulo AA, Pereira LS (2006) Drought concepts and characterization, comparing drought indices applied at local and regional scales. Water Int 31(1):37–49CrossRef
go back to reference Paulo AA, Pereira LS, Matias PG (2003) Analysis of Local and Regional Droughts in Southern Portugal using the Theory of Runs and the Standardised Precipitation Index. In: Rossi G., Cancelliere A., Pereira L.S., Oweis T., Shatanawi M., Zairi A. (eds) Tools for Drought Mitigation in Mediterranean Regions. Water Science and Technology Library, vol 44. Springer, Dordrecht Paulo AA, Pereira LS, Matias PG (2003) Analysis of Local and Regional Droughts in Southern Portugal using the Theory of Runs and the Standardised Precipitation Index. In: Rossi G., Cancelliere A., Pereira L.S., Oweis T., Shatanawi M., Zairi A. (eds) Tools for Drought Mitigation in Mediterranean Regions. Water Science and Technology Library, vol 44. Springer, Dordrecht
go back to reference Pewsey A (2002) Large-sample inference for the general half-normal distribution. Commun Stat-Theor M 31(7):1045–1054CrossRef Pewsey A (2002) Large-sample inference for the general half-normal distribution. Commun Stat-Theor M 31(7):1045–1054CrossRef
go back to reference Pulwarty RS, Sivakumar MVK (2014) Information systems in a changing climate: Early Warnings and drought risk management. Weather Clim Extremes 3:14–21CrossRef Pulwarty RS, Sivakumar MVK (2014) Information systems in a changing climate: Early Warnings and drought risk management. Weather Clim Extremes 3:14–21CrossRef
go back to reference Siddiqui MM (1964) Statistical inference for Rayleigh distributions. J Res Natl Bur Stand (U. S.) 68(9): 1007–1012 Siddiqui MM (1964) Statistical inference for Rayleigh distributions. J Res Natl Bur Stand (U. S.) 68(9): 1007–1012
go back to reference Sienz F, Bothe O, Fraedrich K (2012) Monitoring and quantifying future climate projections of dryness andwetness extremes: SPI bias. Hydrol Earth Syst Sci 16:2143–2157CrossRef Sienz F, Bothe O, Fraedrich K (2012) Monitoring and quantifying future climate projections of dryness andwetness extremes: SPI bias. Hydrol Earth Syst Sci 16:2143–2157CrossRef
go back to reference Shoji T, Kitaura H (2006) Statistical and geostatistical analysis of rainfall in Central Japan. Comput Geosci 32:1007–1024CrossRef Shoji T, Kitaura H (2006) Statistical and geostatistical analysis of rainfall in Central Japan. Comput Geosci 32:1007–1024CrossRef
go back to reference Solakova T, De Michele C, Vezzoli R (2014) Comparison between Parametric and Nonparametric Approaches for the Calculation of Two Drought Indices: SPI and SSI. J Hydrol Eng 19(9):04014010CrossRef Solakova T, De Michele C, Vezzoli R (2014) Comparison between Parametric and Nonparametric Approaches for the Calculation of Two Drought Indices: SPI and SSI. J Hydrol Eng 19(9):04014010CrossRef
go back to reference Sonmez FK, Komuscu AU, Erkan A, Turgu E (2005) An analysis of spatial and temporal dimension of drought vulnerability in Turkey using the standardized precipitation index. Nat Hazards 35:243–264CrossRef Sonmez FK, Komuscu AU, Erkan A, Turgu E (2005) An analysis of spatial and temporal dimension of drought vulnerability in Turkey using the standardized precipitation index. Nat Hazards 35:243–264CrossRef
go back to reference Stagge JH, Tallaksen LM, Gudmundsson L, Van Loonc AF, Stahle K (2015) Candidate Distributions for Climatological Drought Indices (SPI and SPEI). Int J Climatol 35:4027–4040CrossRef Stagge JH, Tallaksen LM, Gudmundsson L, Van Loonc AF, Stahle K (2015) Candidate Distributions for Climatological Drought Indices (SPI and SPEI). Int J Climatol 35:4027–4040CrossRef
go back to reference Stigler SM (1982) Poisson on the Poisson distribution. Stat Probab Lett 1(1):33–35CrossRef Stigler SM (1982) Poisson on the Poisson distribution. Stat Probab Lett 1(1):33–35CrossRef
go back to reference Tigkas D, Vangelis H, Tsakiris G (2019) Drought characterisation based on an agriculture-oriented standardized precipitation index. Theor Appl Climatol 135:1435–1447CrossRef Tigkas D, Vangelis H, Tsakiris G (2019) Drought characterisation based on an agriculture-oriented standardized precipitation index. Theor Appl Climatol 135:1435–1447CrossRef
go back to reference Tsakiris G, Pangalou D, Vangelis H (2007) Regional drought assessment based on reconnaissance drought index (RDI). Water Resour Manag 2(5):821–833CrossRef Tsakiris G, Pangalou D, Vangelis H (2007) Regional drought assessment based on reconnaissance drought index (RDI). Water Resour Manag 2(5):821–833CrossRef
go back to reference Türkeș M, Tatli H (2009) Use of the Standardized Precipitation Index (SPI) and a modified SPI for shaping the drought probabilities over Turkey. Int J Climatol 29(15):2270–2282CrossRef Türkeș M, Tatli H (2009) Use of the Standardized Precipitation Index (SPI) and a modified SPI for shaping the drought probabilities over Turkey. Int J Climatol 29(15):2270–2282CrossRef
go back to reference Vermes L (1998) How to Work Out a Drought Mitigation Strategy. ICID Guide, 309/1998, Bonn Vermes L (1998) How to Work Out a Drought Mitigation Strategy. ICID Guide, 309/1998, Bonn
go back to reference Vlcek O, Huth R (2009) Is daily precipitation gamma-distributed: adverse effects of an incorrect use of the Kolmogorov-Smirnov test. Atmos Res 93:759–766CrossRef Vlcek O, Huth R (2009) Is daily precipitation gamma-distributed: adverse effects of an incorrect use of the Kolmogorov-Smirnov test. Atmos Res 93:759–766CrossRef
go back to reference Weron A, Weron R (1995) Computer simulation of Lévy α-stable variables and processes. In: Garbaczewski P., Wolf M., Weron A. (eds) Chaos — The Interplay Between Stochastic and Deterministic Behaviour. Lecture Notes in Physics, vol 457. Springer, Berlin, Heidelberg Weron A, Weron R (1995) Computer simulation of Lévy α-stable variables and processes. In: Garbaczewski P., Wolf M., Weron A. (eds) Chaos — The Interplay Between Stochastic and Deterministic Behaviour. Lecture Notes in Physics, vol 457. Springer, Berlin, Heidelberg
go back to reference Wilhite DA (2006) Drought monitoring, mitigation and preparedness in the United States: An end to end approach. WMO Task Force on Socio-Economic Application of Public Weather Services, Geneva, Switzerland, WMO, p 32 Wilhite DA (2006) Drought monitoring, mitigation and preparedness in the United States: An end to end approach. WMO Task Force on Socio-Economic Application of Public Weather Services, Geneva, Switzerland, WMO, p 32
go back to reference Wilks DS (1990) Maximum likelihood estimation for the gamma distribution using data containing zeros. J Clim 3:1495–1501CrossRef Wilks DS (1990) Maximum likelihood estimation for the gamma distribution using data containing zeros. J Clim 3:1495–1501CrossRef
go back to reference WMO (2006) Drought Monitoring and early warning: concepts, progress and future challenges. WMO-No.1006, World Meteorol Org 4 WMO (2006) Drought Monitoring and early warning: concepts, progress and future challenges. WMO-No.1006, World Meteorol Org 4
go back to reference Wu H, Hayes MJ, Weiss A, Hu QI (2001) An evaluation of the standardized precipitation index, the China-Z Index and the statistical Z-Score. Int J Climatol 21(6) Wu H, Hayes MJ, Weiss A, Hu QI (2001) An evaluation of the standardized precipitation index, the China-Z Index and the statistical Z-Score. Int J Climatol 21(6)
go back to reference Wu H, Hayes MJ, Wilhite DA, Svoboda MD (2005) The effect of the length of record on the Standardized Precipitation Index calculation. Int J Climatol 25(4):505–520CrossRef Wu H, Hayes MJ, Wilhite DA, Svoboda MD (2005) The effect of the length of record on the Standardized Precipitation Index calculation. Int J Climatol 25(4):505–520CrossRef
go back to reference Wu H, Svoboda MD, Hayes MJ, Wilhite DA, Wen F (2007) Appropriate application of the Standardized Precipitation Index in arid locations and dry seasons. Int J Climatol 27(1):65–79CrossRef Wu H, Svoboda MD, Hayes MJ, Wilhite DA, Wen F (2007) Appropriate application of the Standardized Precipitation Index in arid locations and dry seasons. Int J Climatol 27(1):65–79CrossRef
go back to reference Yuan X, Jian J, Jiang G (2016) Spatiotemporal variation of precipitation regime in China from 1961 to 2014 from the Standardized Precipitation Index. ISPRS Int J Geo-Inf 5(11):1–18CrossRef Yuan X, Jian J, Jiang G (2016) Spatiotemporal variation of precipitation regime in China from 1961 to 2014 from the Standardized Precipitation Index. ISPRS Int J Geo-Inf 5(11):1–18CrossRef
Metadata
Title
RETRACTED ARTICLE: Recommendations for modifying the Standardized Precipitation Index (SPI) for Drought Monitoring in Arid and Semi-arid Regions
Authors
Peyman Mahmoudi
Alireza Ghaemi
Allahbakhsh Rigi
Seyed Mahdi Amir Jahanshahi
Publication date
16-07-2021
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 10/2021
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-021-02891-7

Other articles of this Issue 10/2021

Water Resources Management 10/2021 Go to the issue