Skip to main content
Top
Published in: Water Resources Management 2/2015

01-01-2015

SPI Modes of Drought Spatial and Temporal Variability in Portugal: Comparing Observations, PT02 and GPCC Gridded Datasets

Authors: Tayeb Raziei, Diogo S. Martins, Isabella Bordi, João F. Santos, Maria Manuela Portela, Luis S. Pereira, Alfonso Sutera

Published in: Water Resources Management | Issue 2/2015

Log in

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

search-config
loading …

Abstract

Regional drought modes in Portugal are identified applying the Principal Component Analysis (PCA) and Varimax rotation to the Standardized Precipitation Index (SPI) computed on various time scales using the three precipitation datasets covering the period 1950–2003: (i) The observation dataset composed of 193 rain-gauges distributed almost uniformly over the country, (ii) the PT02 high-resolution gridded dataset provided by the Portuguese Meteorological Institute, and (iii) the GPCC dataset with 0.5° spatial resolution. Results suggest that the three datasets well agree in identifying the principal drought modes, i.e. two sub-regions in northern and southern Portugal with independent climate variability. The two sub-regions appear stable when the SPI time scale is varied from 3- to 24-month, and the associated rotated principal component scores (RPCs) do not show any statistically significant linear trend. The degree of similarity between the rotated loadings or REOFs of different SPI time scales for the three used datasets was examined through the congruence coefficients, whose results show a good agreement between the three datasets in capturing the main Portuguese sub-regions. A third spatial mode in central-eastern Portugal was identified for SPI-24 in PT02, with the associated RPC characterized by a statistically significant downward trend. The stability of the identified sub-regions as a function of studied time period was also evaluated applying the same methodologies to a set of three different time windows and it was found that the southern sub-region is very stable but the northern and central-eastern sub-regions are very sensitive to the selected time window.

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 Bonaccorso B, Bordi I, Cancelliere A, Rossi G, Sutera A (2003) Spatial variability of drought: An analysis of the SPI in Sicily. Water Resour Manage 17:273–296CrossRef Bonaccorso B, Bordi I, Cancelliere A, Rossi G, Sutera A (2003) Spatial variability of drought: An analysis of the SPI in Sicily. Water Resour Manage 17:273–296CrossRef
go back to reference Bonaccorso B, Peres DJ, Cancelliere A, Rossi G (2013) Large scale probabilistic drought characterization over Europe. Water Resour Manage 27:1675–1692CrossRef Bonaccorso B, Peres DJ, Cancelliere A, Rossi G (2013) Large scale probabilistic drought characterization over Europe. Water Resour Manage 27:1675–1692CrossRef
go back to reference Bordi I, Fraedrich K, Jiang JM, Sutera A (2004) Spatio-temporal variability of dry and wet periods in eastern China. Theor Appl Climatol 79:81–91CrossRef Bordi I, Fraedrich K, Jiang JM, Sutera A (2004) Spatio-temporal variability of dry and wet periods in eastern China. Theor Appl Climatol 79:81–91CrossRef
go back to reference Bordi I, Sutera A (2002) An analysis of drought in Italy in the last fifty years. Il Nuovo Cimento 25C:185–206 Bordi I, Sutera A (2002) An analysis of drought in Italy in the last fifty years. Il Nuovo Cimento 25C:185–206
go back to reference de Lima MIP, Carvalho SCP, de Lima JLMP, Coelho MFES (2010) Trends in precipitation: analysis of long annual and monthly time series from mainland Portugal. Adv Geosci 25:155–160CrossRef de Lima MIP, Carvalho SCP, de Lima JLMP, Coelho MFES (2010) Trends in precipitation: analysis of long annual and monthly time series from mainland Portugal. Adv Geosci 25:155–160CrossRef
go back to reference Guttman NB (1999) Accepting the standardized precipitation index: A calculation algorithm. J Amer Water Resour Ass 35:311–322CrossRef Guttman NB (1999) Accepting the standardized precipitation index: A calculation algorithm. J Amer Water Resour Ass 35:311–322CrossRef
go back to reference Harman HH (1976) Modern Factor Analysis. 3rd ed. The University of Chicago Press, 487 pp. Harman HH (1976) Modern Factor Analysis. 3rd ed. The University of Chicago Press, 487 pp.
go back to reference Heim RR Jr (2002) A review of twentieth-century drought indices used in the United States. Bull Am Meteorol Soc 83:1149–1165CrossRef Heim RR Jr (2002) A review of twentieth-century drought indices used in the United States. Bull Am Meteorol Soc 83:1149–1165CrossRef
go back to reference Kendall MG (1975) Rank correlation methods, 4th edn. London, Charles Griffin Kendall MG (1975) Rank correlation methods, 4th edn. London, Charles Griffin
go back to reference Keyantash J, Dracup JA (2002) The quantification of drought: an evaluation of drought indices. Bull Am Meteorol Soc 83:1167–1180CrossRef Keyantash J, Dracup JA (2002) The quantification of drought: an evaluation of drought indices. Bull Am Meteorol Soc 83:1167–1180CrossRef
go back to reference Mann HB (1945) Non-parametric test against trend. Econometrica 13:245–259CrossRef Mann HB (1945) Non-parametric test against trend. Econometrica 13:245–259CrossRef
go back to reference Martins DS, Raziei T, Paulo AA, Pereira LS (2012) Spatial and temporal variability of precipitation and drought in Portugal, Nat. Hazards Earth Syst Sci 12:1493–1501CrossRef Martins DS, Raziei T, Paulo AA, Pereira LS (2012) Spatial and temporal variability of precipitation and drought in Portugal, Nat. Hazards Earth Syst Sci 12:1493–1501CrossRef
go back to reference McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales, In Proceeding of the 8th Conference on Applied Climatology, 17–22 January, Anaheim, CA, Amer. Meteorol Soc, Boston, MA, 179–184 McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales, In Proceeding of the 8th Conference on Applied Climatology, 17–22 January, Anaheim, CA, Amer. Meteorol Soc, Boston, MA, 179–184
go back to reference Mestas-Nuñez AM (2000) Orthogonality properties of rotated empirical modes. Int J Climatol 20:1509–1516CrossRef Mestas-Nuñez AM (2000) Orthogonality properties of rotated empirical modes. Int J Climatol 20:1509–1516CrossRef
go back to reference Moreira EE, Paulo AA, Pereira LS, Mexia JT (2006) Analysis of SPI drought class transitions using loglinear models. J Hydrol 331:349–359CrossRef Moreira EE, Paulo AA, Pereira LS, Mexia JT (2006) Analysis of SPI drought class transitions using loglinear models. J Hydrol 331:349–359CrossRef
go back to reference Moreira EE, Mexia JT, Pereira LS (2012) Are drought occurrence and severity aggravating? A study on SPI drought class transitions using log-linear models and ANOVA-like inference. Hydrol Earth Syst Sci 16:3011–3028CrossRef Moreira EE, Mexia JT, Pereira LS (2012) Are drought occurrence and severity aggravating? A study on SPI drought class transitions using log-linear models and ANOVA-like inference. Hydrol Earth Syst Sci 16:3011–3028CrossRef
go back to reference North GR, Bell TL, Cahalan RF (1982) Sampling errors in the estimation of empirical orthogonal functions. Mon Weather Rev 110:699–706CrossRef North GR, Bell TL, Cahalan RF (1982) Sampling errors in the estimation of empirical orthogonal functions. Mon Weather Rev 110:699–706CrossRef
go back to reference Paulo AA, Ferreira E, Coelho C, Pereira LS (2005) Drought class transition analysis through Markov and Loglinear models, an approach to early warning. Agric Water Manage 77:59–81CrossRef Paulo AA, Ferreira E, Coelho C, Pereira LS (2005) Drought class transition analysis through Markov and Loglinear models, an approach to early warning. Agric Water Manage 77:59–81CrossRef
go back to reference Paulo AA, Rosa RD, Pereira LS (2012) Climate trends and behaviour of drought indices based on precipitation and evapotranspiration in Portugal. Nat Hazards Earth Syst Sci 12:1481–1491CrossRef Paulo AA, Rosa RD, Pereira LS (2012) Climate trends and behaviour of drought indices based on precipitation and evapotranspiration in Portugal. Nat Hazards Earth Syst Sci 12:1481–1491CrossRef
go back to reference Pereira LS, Cordery I, Iacovides I (2009) Coping with water scarcity: addressing the challenges. Springer, Dordrecht, 382 pCrossRef Pereira LS, Cordery I, Iacovides I (2009) Coping with water scarcity: addressing the challenges. Springer, Dordrecht, 382 pCrossRef
go back to reference Raziei T, Bordi I, Pereira LS (2011) An application of GPCC and NCEP/NCAR datasets for drought variability analysis in Iran. Water Resour Manage 25:1075–1086CrossRef Raziei T, Bordi I, Pereira LS (2011) An application of GPCC and NCEP/NCAR datasets for drought variability analysis in Iran. Water Resour Manage 25:1075–1086CrossRef
go back to reference Raziei T, Bordi I, Pereira LS (2013) Regional drought modes in Iran using the SPI: the effect of time scale and spatial resolution. Water Resour Manage 27:1661–1674CrossRef Raziei T, Bordi I, Pereira LS (2013) Regional drought modes in Iran using the SPI: the effect of time scale and spatial resolution. Water Resour Manage 27:1661–1674CrossRef
go back to reference Rencher AC (1998) Multivariate statistical inference and applications. John Wiley & Sons, Inc. Rencher AC (1998) Multivariate statistical inference and applications. John Wiley & Sons, Inc.
go back to reference Richman MB (1986) Rotation of principal components. Int J Climatol 6:293–335CrossRef Richman MB (1986) Rotation of principal components. Int J Climatol 6:293–335CrossRef
go back to reference Rossi G (2000) Drought mitigation measures: a comprehensive framework. In: Vogt JV, Somma F (eds) Drought and drought mitigation in Europe. Kluver Academic Publishers, Dordrecht, pp 233–246CrossRef Rossi G (2000) Drought mitigation measures: a comprehensive framework. In: Vogt JV, Somma F (eds) Drought and drought mitigation in Europe. Kluver Academic Publishers, Dordrecht, pp 233–246CrossRef
go back to reference Santos JF, Portela MM (2007) Tendências em séries de precipitação mensal em Portugal continental. Aplicação do teste de Mann-Kendall. 8° Simpósio de Hidráulica e Recursos Hídricos dos Países de Língua Oficial Portuguesa, São Paulo, Brasil (in Portuguese). Santos JF, Portela MM (2007) Tendências em séries de precipitação mensal em Portugal continental. Aplicação do teste de Mann-Kendall. 8° Simpósio de Hidráulica e Recursos Hídricos dos Países de Língua Oficial Portuguesa, São Paulo, Brasil (in Portuguese).
go back to reference Schneider U, Becker A, Meyer-Christoffer A, Ziese M, Rudolf B (2010) Global Precipitation Analysis Products of the GPCC. Global Precipitation Climatology Centre (GPCC), DWD, Internet Publication (http://www.dwd.de). Schneider U, Becker A, Meyer-Christoffer A, Ziese M, Rudolf B (2010) Global Precipitation Analysis Products of the GPCC. Global Precipitation Climatology Centre (GPCC), DWD, Internet Publication (http://​www.​dwd.​de).
go back to reference Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389CrossRef Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389CrossRef
go back to reference Vicente-Serrano SM (2006) Differences in spatial patterns of drought on different time scales: an analysis of the Iberian Peninsula. Water Resour Manage 20:37–60CrossRef Vicente-Serrano SM (2006) Differences in spatial patterns of drought on different time scales: an analysis of the Iberian Peninsula. Water Resour Manage 20:37–60CrossRef
go back to reference White D, Richman M, Yarnal B (1991) Climate regionalization and rotation of principal components. Int J Climatol 11:1–25CrossRef White D, Richman M, Yarnal B (1991) Climate regionalization and rotation of principal components. Int J Climatol 11:1–25CrossRef
go back to reference Wilhite DA, Svoboda MD, Hayes MJ (2007) Understanding the complex impacts of drought: A key to enhancing drought mitigation and preparedness. Water Resour Manage 21:763–774CrossRef Wilhite DA, Svoboda MD, Hayes MJ (2007) Understanding the complex impacts of drought: A key to enhancing drought mitigation and preparedness. Water Resour Manage 21:763–774CrossRef
Metadata
Title
SPI Modes of Drought Spatial and Temporal Variability in Portugal: Comparing Observations, PT02 and GPCC Gridded Datasets
Authors
Tayeb Raziei
Diogo S. Martins
Isabella Bordi
João F. Santos
Maria Manuela Portela
Luis S. Pereira
Alfonso Sutera
Publication date
01-01-2015
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 2/2015
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-014-0690-3

Other articles of this Issue 2/2015

Water Resources Management 2/2015 Go to the issue