Skip to main content
Erschienen in: Water Resources Management 12/2017

26.05.2017

Projected Changes of Future Extreme Drought Events under Numerous Drought Indices in the Heilongjiang Province of China

verfasst von: Muhammad Imran Khan, Dong Liu, Qiang Fu, Qaisar Saddique, Muhammad Abrar Faiz, Tianxiao Li, Muhammad Uzair Qamar, Song Cui, Chen Cheng

Erschienen in: Water Resources Management | Ausgabe 12/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Effective drought prediction methods are essential for the mitigation of adverse effects of severe drought events. This study utilizes the Reconnaissance Drought Index, Standardized Precipitation Index and Standardized Precipitation Evapotranspiration Index to assess the occurrence of future drought events in the study area of the Heilongjiang province of China over a period of 2016–2099. The drought indices were computed from the meteorological data (temperature, precipitation) generated by the global climate model (HadCM3A2). Moreover, Mann-Kendall trend test was applied for the assessment of future climatic trends and detecting probable differences in the behaviour of various drought indices. Drought forecasting periods has been divided into three categories: the early phase (1916–2030), middle phase (2031–2060) and late phase (2061–2099). The occurrence of future droughts is also ranked according to their intensity (mild, moderate, severe and extreme drought). Based on the drought results, more number of drought events are expected to occur during 12-month drought analysis are, RDI during 2084–2098 (DD = 14, DS = −1.38), SPEI during 2084–2098 (DD = 14, DS = −1.33) and SPI during 2084–2095 (DD = 12, DS = −1.19). The 1st and 2nd months of the years studied predicted a warming trend, while the 7th, 8th, and 9th months predicted a wetter trend. Finally, it was observed that RDI is more sensitive to drought and indicated a high percentage of years under severe and extreme drought conditions during the drought frequency analysis. Conclusively, this study provides a strategies for water resources management and monitoring of droughts, in which drought indices like RDI can play a central role.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
Zurück zum Zitat Banimahd SA, Khalili D (2013) Factors influencing Markov chains predictability characteristics, utilizing SPI, RDI, EDI and SPEI drought indices in different climatic zones. Water Resour Manag 27(11):3911–3928CrossRef Banimahd SA, Khalili D (2013) Factors influencing Markov chains predictability characteristics, utilizing SPI, RDI, EDI and SPEI drought indices in different climatic zones. Water Resour Manag 27(11):3911–3928CrossRef
Zurück zum Zitat Blain GC (2012) Revisiting the probabilistic definition of drought: strengths, limitations and an agro meteorological adaptation. Bragantia 71(1):132–141CrossRef Blain GC (2012) Revisiting the probabilistic definition of drought: strengths, limitations and an agro meteorological adaptation. Bragantia 71(1):132–141CrossRef
Zurück zum Zitat Bonaccorso B, Bordi I, Cancelliere A, Rossi G, Sutera A (2003) Spatial variability of drought: an analysis of the SPI in Sicily. Water Resour Manag 17(4):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 Manag 17(4):273–296CrossRef
Zurück zum Zitat Burke EJ, Brown SJ (2008) Evaluating uncertainties in the projection of future drought. J Hydrometeorol 9(2):292–299CrossRef Burke EJ, Brown SJ (2008) Evaluating uncertainties in the projection of future drought. J Hydrometeorol 9(2):292–299CrossRef
Zurück zum Zitat Chen H, Xu CY, Guo S (2012) Comparison and evaluation of multiple GCMs, statistical downscaling and hydrological models in the study of climate change impacts on runoff. J Hydrol 434:36–45CrossRef Chen H, Xu CY, Guo S (2012) Comparison and evaluation of multiple GCMs, statistical downscaling and hydrological models in the study of climate change impacts on runoff. J Hydrol 434:36–45CrossRef
Zurück zum Zitat Chu JT, Xia J, Xu CY, Singh VP (2010) Statistical downscaling of daily mean temperature, pan evaporation and precipitation for climate change scenarios in Haihe River, China. Theor Appl Climatol 99(1–2):149–161CrossRef Chu JT, Xia J, Xu CY, Singh VP (2010) Statistical downscaling of daily mean temperature, pan evaporation and precipitation for climate change scenarios in Haihe River, China. Theor Appl Climatol 99(1–2):149–161CrossRef
Zurück zum Zitat Cook BI, Smerdon JE, Seager R, Coats S (2014) Global warming and 21st century drying. Clim Dyn 43(9–10):2607–2627CrossRef Cook BI, Smerdon JE, Seager R, Coats S (2014) Global warming and 21st century drying. Clim Dyn 43(9–10):2607–2627CrossRef
Zurück zum Zitat Davey M, Huddleston M, Sperber K, Braconnot P, Bryan F, Chen D, Colman R, Cooper C, Cubasch U, Delecluse P, DeWitt D (2002) STOIC: a study of coupled model climatology and variability in tropical ocean regions. Clim Dyn 18(5):403–420CrossRef Davey M, Huddleston M, Sperber K, Braconnot P, Bryan F, Chen D, Colman R, Cooper C, Cubasch U, Delecluse P, DeWitt D (2002) STOIC: a study of coupled model climatology and variability in tropical ocean regions. Clim Dyn 18(5):403–420CrossRef
Zurück zum Zitat Edwards DC (1997) Characteristics of 20th century drought in the United States at multiple time scales (no. AFIT-97-051). Air force Inst of tech Wright-Patterson AFB OH Edwards DC (1997) Characteristics of 20th century drought in the United States at multiple time scales (no. AFIT-97-051). Air force Inst of tech Wright-Patterson AFB OH
Zurück zum Zitat Elagib NA, Elhag MM (2011) Major climate indicators of ongoing drought in Sudan. J Hydrol 409(3):612–625CrossRef Elagib NA, Elhag MM (2011) Major climate indicators of ongoing drought in Sudan. J Hydrol 409(3):612–625CrossRef
Zurück zum Zitat Ellis AW, Goodrich GB, Garfin GM (2010) A hydro climatic index for examining patterns of drought in the Colorado River basin. Int J Climatol 30(2):236–255 Ellis AW, Goodrich GB, Garfin GM (2010) A hydro climatic index for examining patterns of drought in the Colorado River basin. Int J Climatol 30(2):236–255
Zurück zum Zitat Gordon C, Cooper C, Senior CA, Banks H, Gregory JM, Johns TC, Mitchell JF, Wood RA (2000) The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments. Clim Dyn 16(2):147–168CrossRef Gordon C, Cooper C, Senior CA, Banks H, Gregory JM, Johns TC, Mitchell JF, Wood RA (2000) The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments. Clim Dyn 16(2):147–168CrossRef
Zurück zum Zitat Hao Z, Singh VP (2012) Entropy-based method for bivariate drought analysis. J Hydrol Eng 18(7):780–786CrossRef Hao Z, Singh VP (2012) Entropy-based method for bivariate drought analysis. J Hydrol Eng 18(7):780–786CrossRef
Zurück zum Zitat Hao Z, AghaKouchak A, Nakhjiri N, Farahmand A (2014) Global integrated drought monitoring and prediction system. Sci Data, 1 Hao Z, AghaKouchak A, Nakhjiri N, Farahmand A (2014) Global integrated drought monitoring and prediction system. Sci Data, 1
Zurück zum Zitat Hayes MJ, Svoboda MD, Wilhite DA, Vanyarkho OV (1999) Monitoring the 1996 drought using the standardized precipitation index. Bull Am Meteorol Soc 80(3):429–438CrossRef Hayes MJ, Svoboda MD, Wilhite DA, Vanyarkho OV (1999) Monitoring the 1996 drought using the standardized precipitation index. Bull Am Meteorol Soc 80(3):429–438CrossRef
Zurück zum Zitat Ke LIU, Da-Bang JIANG, Jian-Yong MA (2012) Drought over China in the 21st century: results of RegCM3. Atmospheric and Oceanic Science Letters 5(6):509–513 Ke LIU, Da-Bang JIANG, Jian-Yong MA (2012) Drought over China in the 21st century: results of RegCM3. Atmospheric and Oceanic Science Letters 5(6):509–513
Zurück zum Zitat Kendall MG (1975) Rank correlation methods. Griffin, London Kendall MG (1975) Rank correlation methods. Griffin, London
Zurück zum Zitat Khalili D, Farnoud T, Jamshidi H, Kamgar-Haghighi AA, Zand-Parsa S (2011) Comparability analyses of the SPI and RDI meteorological drought indices in different climatic zones. Water Resour Manag 25(6):1737–1757CrossRef Khalili D, Farnoud T, Jamshidi H, Kamgar-Haghighi AA, Zand-Parsa S (2011) Comparability analyses of the SPI and RDI meteorological drought indices in different climatic zones. Water Resour Manag 25(6):1737–1757CrossRef
Zurück zum Zitat Khan MI, Liu D, Fu Q, Dong S, Liaqat UW, Faiz MA, Hu Y, Saddique Q (2016) Recent climate trends and drought behavioral assessment based on precipitation and temperature data series in the Songhua River basin of China. Water Resour Manag 30(13):4839–4859CrossRef Khan MI, Liu D, Fu Q, Dong S, Liaqat UW, Faiz MA, Hu Y, Saddique Q (2016) Recent climate trends and drought behavioral assessment based on precipitation and temperature data series in the Songhua River basin of China. Water Resour Manag 30(13):4839–4859CrossRef
Zurück zum Zitat Kim DW, Byun HR (2009) Future pattern of Asian drought under global warming scenario. Theor Appl Climatol 98(1–2):137–150CrossRef Kim DW, Byun HR (2009) Future pattern of Asian drought under global warming scenario. Theor Appl Climatol 98(1–2):137–150CrossRef
Zurück zum Zitat Mann HB (1945) Nonparametric tests against trend. Journal of the Econometric Society, Econometrica, pp 245–259 Mann HB (1945) Nonparametric tests against trend. Journal of the Econometric Society, Econometrica, pp 245–259
Zurück zum Zitat McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales. In: Proceedings of the 8th Conference on Applied Climatology, vol 17. Boston: American Meteorological Society, no. 22, pp 179–183 McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales. In: Proceedings of the 8th Conference on Applied Climatology, vol 17. Boston: American Meteorological Society, no. 22, pp 179–183
Zurück zum Zitat Mishra AK, Singh VP (2010) A review of drought concepts. J Hydrol 391(1):202–216CrossRef Mishra AK, Singh VP (2010) A review of drought concepts. J Hydrol 391(1):202–216CrossRef
Zurück zum Zitat Palmer WC (1965) Meteorological drought (Vol. 30). US Department of Commerce, Weather Bureau, Washington, DC Palmer WC (1965) Meteorological drought (Vol. 30). US Department of Commerce, Weather Bureau, Washington, DC
Zurück zum Zitat Pearson K (1896) Mathematical contributions to the theory of evolution. III. Regression, heredity, and panmixia. Philosophical transactions of the Royal Society of London. Series A, Containing Papers of a Mathematical Physical Character 187:253–318 Pearson K (1896) Mathematical contributions to the theory of evolution. III. Regression, heredity, and panmixia. Philosophical transactions of the Royal Society of London. Series A, Containing Papers of a Mathematical Physical Character 187:253–318
Zurück zum Zitat Seager R, Ting M, Held I, Kushnir Y, Lu J, Vecchi G, Huang HP, Harnik N, Leetmaa A, Lau NC, Li C (2007) Model projections of an imminent transition to a more arid climate in southwestern North America. Science 316(5828):1181–1184CrossRef Seager R, Ting M, Held I, Kushnir Y, Lu J, Vecchi G, Huang HP, Harnik N, Leetmaa A, Lau NC, Li C (2007) Model projections of an imminent transition to a more arid climate in southwestern North America. Science 316(5828):1181–1184CrossRef
Zurück zum Zitat Shafer BA, Dezman LE (1982) Development of a surface water supply index (SWSI) to assess the severity of drought conditions in snowpack runoff areas. In: Proceedings of the western snow conference, vol 50. Colorado State University, Fort Collins, pp 164–175 Shafer BA, Dezman LE (1982) Development of a surface water supply index (SWSI) to assess the severity of drought conditions in snowpack runoff areas. In: Proceedings of the western snow conference, vol 50. Colorado State University, Fort Collins, pp 164–175
Zurück zum Zitat Shokoohi A, Morovati R (2015) Basinwide comparison of RDI and SPI within an IWRM framework. Water Resour Manag 29(6):2011–2026CrossRef Shokoohi A, Morovati R (2015) Basinwide comparison of RDI and SPI within an IWRM framework. Water Resour Manag 29(6):2011–2026CrossRef
Zurück zum Zitat Sun Q, Miao C, Duan Q (2015) Projected changes in temperature and precipitation in ten river basins over China in 21st century. Int J Climatol 35(6):1125–1141CrossRef Sun Q, Miao C, Duan Q (2015) Projected changes in temperature and precipitation in ten river basins over China in 21st century. Int J Climatol 35(6):1125–1141CrossRef
Zurück zum Zitat Taylor IH, Burke E, McColl L, Falloon P, Harris GR, McNeall D (2012) Contributions to uncertainty in projections of future drought under climate change scenarios. Hydrol Earth Syst Sci Discuss 9(12):613–612 Taylor IH, Burke E, McColl L, Falloon P, Harris GR, McNeall D (2012) Contributions to uncertainty in projections of future drought under climate change scenarios. Hydrol Earth Syst Sci Discuss 9(12):613–612
Zurück zum Zitat Thornthwaite CW (1948) An approach toward a rational classification of climate. Geogr Rev 38(1):55–94CrossRef Thornthwaite CW (1948) An approach toward a rational classification of climate. Geogr Rev 38(1):55–94CrossRef
Zurück zum Zitat Tigkas D, Vangelis H, Tsakiris G (2012) Drought and climatic change impact on stream flow in small watersheds. Sci Total Environ 440:33–41CrossRef Tigkas D, Vangelis H, Tsakiris G (2012) Drought and climatic change impact on stream flow in small watersheds. Sci Total Environ 440:33–41CrossRef
Zurück zum Zitat Tigkas D, Vangelis H, Tsakiris G (2013) The RDI as a composite climatic index. European Water 41:17–22 Tigkas D, Vangelis H, Tsakiris G (2013) The RDI as a composite climatic index. European Water 41:17–22
Zurück zum Zitat Tigkas D, Vangelis H, Tsakiris G (2015) DrinC: a software for drought analysis based on drought indices. Earth Sci Inf 8(3):697–709CrossRef Tigkas D, Vangelis H, Tsakiris G (2015) DrinC: a software for drought analysis based on drought indices. Earth Sci Inf 8(3):697–709CrossRef
Zurück zum Zitat Tsakiris G, Vangelis H (2005) Establishing a drought index incorporating evapotranspiration. European Water 9(10):3–11 Tsakiris G, Vangelis H (2005) Establishing a drought index incorporating evapotranspiration. European Water 9(10):3–11
Zurück zum Zitat Tsakiris G, Pangalou D, Vangelis H (2007a) Regional drought assessment based on the reconnaissance drought index (RDI). Water Resour Manag 21(5):821–833CrossRef Tsakiris G, Pangalou D, Vangelis H (2007a) Regional drought assessment based on the reconnaissance drought index (RDI). Water Resour Manag 21(5):821–833CrossRef
Zurück zum Zitat Tsakiris G, Loukas A, Pangalou D, Vangelis H, Tigkas D, Rossi G, Cancelliere A (2007b) Drought characterization. Drought management guidelines technical annex, pp 85–102. Tsakiris G, Loukas A, Pangalou D, Vangelis H, Tigkas D, Rossi G, Cancelliere A (2007b) Drought characterization. Drought management guidelines technical annex, pp 85–102.
Zurück zum Zitat Tsakiris G, Nalbantis I, Pangalou D, Tigkas D, Vangelis H (2008) Drought meteorological monitoring network design for the reconnaissance drought index (RDI). In Proceedings of the 1st international conference “drought management: scientific and technological innovations”, vol 80. Zaragoza: option Méditerranéennes, series a, pp 12–14 Tsakiris G, Nalbantis I, Pangalou D, Tigkas D, Vangelis H (2008) Drought meteorological monitoring network design for the reconnaissance drought index (RDI). In Proceedings of the 1st international conference “drought management: scientific and technological innovations”, vol 80. Zaragoza: option Méditerranéennes, series a, pp 12–14
Zurück zum Zitat Vangelis H, Spiliotis M, Tsakiris G (2011) Drought severity assessment based on bivariate probability analysis. Water Resour Manag 25(1):357–371CrossRef Vangelis H, Spiliotis M, Tsakiris G (2011) Drought severity assessment based on bivariate probability analysis. Water Resour Manag 25(1):357–371CrossRef
Zurück zum Zitat Vangelis H, Tigkas D, Tsakiris G (2013) The effect of PET method on reconnaissance drought index (RDI) calculation. J Arid Environ 88:130–140CrossRef Vangelis H, Tigkas D, Tsakiris G (2013) The effect of PET method on reconnaissance drought index (RDI) calculation. J Arid Environ 88:130–140CrossRef
Zurück zum Zitat 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):1696–1718CrossRef 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):1696–1718CrossRef
Zurück zum Zitat Vicente-Serrano SM, Lopez-Moreno JI, Beguería S, Lorenzo-Lacruz J, Sanchez-Lorenzo A, García-Ruiz JM, Azorin-Molina C, Morán-Tejeda E, Revuelto J, Trigo R, Coelho F (2014) Evidence of increasing drought severity caused by temperature rise in southern Europe. Environ Res Lett 9(4):–044001 Vicente-Serrano SM, Lopez-Moreno JI, Beguería S, Lorenzo-Lacruz J, Sanchez-Lorenzo A, García-Ruiz JM, Azorin-Molina C, Morán-Tejeda E, Revuelto J, Trigo R, Coelho F (2014) Evidence of increasing drought severity caused by temperature rise in southern Europe. Environ Res Lett 9(4):–044001
Zurück zum Zitat Von Storch H (1999) The global and regional climate system. In Anthropogenic Climate Change. Springer, Berlin Heidelberg, pp 3–36 Von Storch H (1999) The global and regional climate system. In Anthropogenic Climate Change. Springer, Berlin Heidelberg, pp 3–36
Zurück zum Zitat White P, Hilario FD, Guzman RD, Cinco TA, Abery NW, Silva SS (2010) A review of climate change model predictions and scenario selection. Aqua Climate 29 White P, Hilario FD, Guzman RD, Cinco TA, Abery NW, Silva SS (2010) A review of climate change model predictions and scenario selection. Aqua Climate 29
Zurück zum Zitat Wilby RL, Wigley TML, Conway D, Jones PD, Hewitson BC, Main J, Wilks DS (1998) Statistical downscaling of general circulation model output: a comparison of methods. Water Resour Res 34(11):2995–3008CrossRef Wilby RL, Wigley TML, Conway D, Jones PD, Hewitson BC, Main J, Wilks DS (1998) Statistical downscaling of general circulation model output: a comparison of methods. Water Resour Res 34(11):2995–3008CrossRef
Zurück zum Zitat Wilby RL, Dawson CW, Barrow EM (2002) SDSM—a decision support tool for the assessment of regional climate change impacts. Environ Model Softw 17(2):145–157CrossRef Wilby RL, Dawson CW, Barrow EM (2002) SDSM—a decision support tool for the assessment of regional climate change impacts. Environ Model Softw 17(2):145–157CrossRef
Zurück zum Zitat Wilby RL, Charles SP, Zorita E, Timbal B, Whetton P, Mearns LO (2004) Guidelines for use of climate scenarios developed from statistical downscaling methods. Supporting material of the intergovernmental panel on climate change, available from the DDC of IPCC TGCIA, p 27 Wilby RL, Charles SP, Zorita E, Timbal B, Whetton P, Mearns LO (2004) Guidelines for use of climate scenarios developed from statistical downscaling methods. Supporting material of the intergovernmental panel on climate change, available from the DDC of IPCC TGCIA, p 27
Zurück zum Zitat Wilhite DA (ed) (2012) Drought assessment, management, and planning: theory and case studies: theory and case studies, vol 2. Springer Science & Business Media Wilhite DA (ed) (2012) Drought assessment, management, and planning: theory and case studies: theory and case studies, vol 2. Springer Science & Business Media
Zurück zum Zitat 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
Zurück zum Zitat Xiu Jun L (2000) The Alkili-saline land and agricultural sustainable development of the western Songnen plain in China. Sci Geogr Sin 20(1):51–55 Xiu Jun L (2000) The Alkili-saline land and agricultural sustainable development of the western Songnen plain in China. Sci Geogr Sin 20(1):51–55
Zurück zum Zitat Zarch MAA, Malekinezhad H, Mobin MH, Dastorani MT, Kousari MR (2011) Drought monitoring by reconnaissance drought index (RDI) in Iran. Water Resour Manag 25(13):3485CrossRef Zarch MAA, Malekinezhad H, Mobin MH, Dastorani MT, Kousari MR (2011) Drought monitoring by reconnaissance drought index (RDI) in Iran. Water Resour Manag 25(13):3485CrossRef
Zurück zum Zitat Zarch MAA, Sivakumar B, Sharma A (2015) Droughts in a warming climate: a global assessment of standardized precipitation index (SPI) and reconnaissance drought index (RDI). J Hydrol 526:183–195CrossRef Zarch MAA, Sivakumar B, Sharma A (2015) Droughts in a warming climate: a global assessment of standardized precipitation index (SPI) and reconnaissance drought index (RDI). J Hydrol 526:183–195CrossRef
Zurück zum Zitat Zargar A, Sadiq R, Naser B, Khan FI (2011) A review of drought indices. Environ Rev 19:333–349CrossRef Zargar A, Sadiq R, Naser B, Khan FI (2011) A review of drought indices. Environ Rev 19:333–349CrossRef
Metadaten
Titel
Projected Changes of Future Extreme Drought Events under Numerous Drought Indices in the Heilongjiang Province of China
verfasst von
Muhammad Imran Khan
Dong Liu
Qiang Fu
Qaisar Saddique
Muhammad Abrar Faiz
Tianxiao Li
Muhammad Uzair Qamar
Song Cui
Chen Cheng
Publikationsdatum
26.05.2017
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 12/2017
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-017-1716-4

Weitere Artikel der Ausgabe 12/2017

Water Resources Management 12/2017 Zur Ausgabe