Skip to main content
Erschienen in: Environmental Earth Sciences 2/2015

01.01.2015 | Thematic Issue

Evaluation of large-scale precipitation data sets for water resources modelling in Central Asia

verfasst von: Marcus Malsy, Tim aus der Beek, Martina Flörke

Erschienen in: Environmental Earth Sciences | Ausgabe 2/2015

Einloggen

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

search-config
loading …

Abstract

Central Asia features an extreme continental climate with mostly arid to semi-arid conditions. Due to low precipitation and therefore low water availability, water is a scarce resource and often the limiting factor for socio-economic development. The aim of this model study was to compare the uncertainties of hydrological modelling induced by global and regional climate data sets and to calculate the impacts on estimates of renewable water resources. Within this integrated model study the hydrological and water use model Water Global Assessment and Prognosis 3 (WaterGAP 3) is being applied to all river basins located in Kazakhstan, Kyrgyzstan, Tajikistan, Turkmenistan, Uzbekistan, and Mongolia in five arc minutes spatial resolution (~6 × 9 km/grid cell). The model was driven by different global and regional climate data sets to estimate their impact on modelled water resources in Central Asia. In detail, these are the global TS data set of the Climate Research Unit (CRU), the WATCH forcing data (WFD) developed within the EU–FP6 Project “WATer and global Change”, the Global Precipitation Climatology Centre (GPCC) Reanalysis product v6, and the regional Aphrodite’s Water Resources data set (Aphrodite). The performance of the model is then being evaluated by comparing modelled and observed river discharge for the time period 1971–2000. Finally, the uncertainties in modelled water availability induced by the different data sets are quantified to point out the consequences for water management. Over the entire region, mean and maximum annual precipitations given by the various data sets differ by 13 % and up to 42 %, respectively. In addition, considerable deviation of temporal dynamics is found in some locations, where a pairwise comparison showed poor agreement between CRU and GPCC/WFD (Nash–Sutcliffe efficiency 0.27/0.23). Thus, also modelled discharge shows high temporal and spatial variations which leads to differences in median model efficiency of 0.11 between the data sets.

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

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!

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Alcamo J, Henrichs T (2002) Critical regions: a model-based estimation of world water resources sensitive to global changes. Aquat Sci 64:352–362. doi:10.1007/PL00012591 Alcamo J, Henrichs T (2002) Critical regions: a model-based estimation of world water resources sensitive to global changes. Aquat Sci 64:352–362. doi:10.​1007/​PL00012591
Zurück zum Zitat Alcamo JM, Döll P, Henrichs T, Kaspar F, Lehner B, Rösch T, Siebert S (2003) Development and testing of the WaterGAP2 global model of water use and availability. Hydrol Sci J 48:317–337. doi:10.1623/hysj.48.3.317.45290 Alcamo JM, Döll P, Henrichs T, Kaspar F, Lehner B, Rösch T, Siebert S (2003) Development and testing of the WaterGAP2 global model of water use and availability. Hydrol Sci J 48:317–337. doi:10.​1623/​hysj.​48.​3.​317.​45290
Zurück zum Zitat Alcamo J, Flörke M, Märker M (2007) Future long-term changes in global water resources driven by socio-economic and climatic changes. Hydrol Sci J 52(2):247–275. doi:10.1623/hysj.52.2.247 Alcamo J, Flörke M, Märker M (2007) Future long-term changes in global water resources driven by socio-economic and climatic changes. Hydrol Sci J 52(2):247–275. doi:10.​1623/​hysj.​52.​2.​247
Zurück zum Zitat Aus der Beek T, Flörke M, Lapola DM, Schaldach R, Voß F, Teichert E (2010) Modelling historical and current irrigation water demand on the continental scale: Europe. Adv Geosci 27:79–85. doi:10.5194/adgeo-27-79-2010 Aus der Beek T, Flörke M, Lapola DM, Schaldach R, Voß F, Teichert E (2010) Modelling historical and current irrigation water demand on the continental scale: Europe. Adv Geosci 27:79–85. doi:10.​5194/​adgeo-27-79-2010
Zurück zum Zitat Bosilovich MG, Chen J, Robertson FR, Adler RF (2008) Evaluation of global precipitation in reanalyses. J Appl Meteorol Clim 47:2279–2299. doi:10.1175/2008JAMC1921.1 Bosilovich MG, Chen J, Robertson FR, Adler RF (2008) Evaluation of global precipitation in reanalyses. J Appl Meteorol Clim 47:2279–2299. doi:10.​1175/​2008JAMC1921.​1
Zurück zum Zitat Curtis GE (1997) Kazakhstan, Kyrgyzstan, Tajikistan, Turkmenistan, and Uzbekistan: country studies (area handbook series). Claitor’s Publishing Division, p 570 Curtis GE (1997) Kazakhstan, Kyrgyzstan, Tajikistan, Turkmenistan, and Uzbekistan: country studies (area handbook series). Claitor’s Publishing Division, p 570
Zurück zum Zitat Dukhovny VA, Sokolov V (2009) Integrated water resources management: putting a good theory into practice: experience of Central Asia. Water Int 34(2):287–290. doi:10.1080/02508060902937504 Dukhovny VA, Sokolov V (2009) Integrated water resources management: putting a good theory into practice: experience of Central Asia. Water Int 34(2):287–290. doi:10.​1080/​0250806090293750​4
Zurück zum Zitat Flörke M, Kynast E, Bärlund I, Eisner S, Wimmer F, Alcamo J (2013) Domestic and industrial water uses of the past 60 years as a mirror of socio-economic development: a global simulation study. Global Environ Chang 23:144–156. doi:10.1016/j.gloenvcha.2012.10.018 Flörke M, Kynast E, Bärlund I, Eisner S, Wimmer F, Alcamo J (2013) Domestic and industrial water uses of the past 60 years as a mirror of socio-economic development: a global simulation study. Global Environ Chang 23:144–156. doi:10.​1016/​j.​gloenvcha.​2012.​10.​018
Zurück zum Zitat Haddeland I, Clark DB, Franssen W, Ludwig F, Voß F, Arnell NW, Bertrand N, Best M, Folwell S, Gerten D, Gomes S, Gosling SN, Hagemann S, Hanasaki N, Harding R, Heinke J, Kabat P, Koirala S, Oki T, Polcher J, Stacke T, Viterbo P, Weedon GP, Yeh P (2011) Multimodel estimate of the global terrestrial water balance: setup and first results. J Hydrometeorol 12:869–884. doi:10.1175/2011JHM1324.1 Haddeland I, Clark DB, Franssen W, Ludwig F, Voß F, Arnell NW, Bertrand N, Best M, Folwell S, Gerten D, Gomes S, Gosling SN, Hagemann S, Hanasaki N, Harding R, Heinke J, Kabat P, Koirala S, Oki T, Polcher J, Stacke T, Viterbo P, Weedon GP, Yeh P (2011) Multimodel estimate of the global terrestrial water balance: setup and first results. J Hydrometeorol 12:869–884. doi:10.​1175/​2011JHM1324.​1
Zurück zum Zitat Harris I, Jones PD, Osborn TJ, Lister DH (2013) Updated high-resolution grids of monthly climatic observation—the CRU TS3.10 Dataset. Int J Climatol. doi:10.1002/joc.3711 Harris I, Jones PD, Osborn TJ, Lister DH (2013) Updated high-resolution grids of monthly climatic observation—the CRU TS3.10 Dataset. Int J Climatol. doi:10.​1002/​joc.​3711
Zurück zum Zitat IPCC (2012) Managing the risks of extreme events and disasters to advance climate change adaptation. In: Field CB, Barros V, Stocker TF, Qin D, Dokken, DJ, Ebi KL, Mastrandrea MD, Mach KJ, Plattner G-K, Allen SK, Tignor M, Midgley PM (eds) A Special Report of Working Groups I and II of the Intergovernmental Panel on climate change. Cambridge University Press, Cambridge, NY, p 582 IPCC (2012) Managing the risks of extreme events and disasters to advance climate change adaptation. In: Field CB, Barros V, Stocker TF, Qin D, Dokken, DJ, Ebi KL, Mastrandrea MD, Mach KJ, Plattner G-K, Allen SK, Tignor M, Midgley PM (eds) A Special Report of Working Groups I and II of the Intergovernmental Panel on climate change. Cambridge University Press, Cambridge, NY, p 582
Zurück zum Zitat Jakeman AJ, Giupponi C, Karssenberg D, Hare M, Fassio A, Lettcher RA (2006) Integrated management of water resources: concepts, approaches and challenges. In: Giupponi C, Jakeman AJ, Karssenberg D, Hare MP (eds) Sustainable management of water resources: an integrated approach. Elgar Publishing, Cheltenham, pp 3–24. doi:10.4337/9780857937117.00007 Jakeman AJ, Giupponi C, Karssenberg D, Hare M, Fassio A, Lettcher RA (2006) Integrated management of water resources: concepts, approaches and challenges. In: Giupponi C, Jakeman AJ, Karssenberg D, Hare MP (eds) Sustainable management of water resources: an integrated approach. Elgar Publishing, Cheltenham, pp 3–24. doi:10.​4337/​9780857937117.​00007
Zurück zum Zitat Kaser G, Großhauser M, Marzeion B (2010) Contribution potential of glaciers to water availability in different climate regimes. Proc Natl Acad Sci 107(47):20223–20227. doi:10.1073/pnas.1008162107 Kaser G, Großhauser M, Marzeion B (2010) Contribution potential of glaciers to water availability in different climate regimes. Proc Natl Acad Sci 107(47):20223–20227. doi:10.​1073/​pnas.​1008162107
Zurück zum Zitat Kauffeldt A, Halldin S, Rodhe A, Xu C-Y, Westerberg IK (2013) Disinformative data in large-scale hydrological modeling. Hydrol Earth Syst Sci 17:2845–2857. doi:10.5194/hess-17-2845-2013 Kauffeldt A, Halldin S, Rodhe A, Xu C-Y, Westerberg IK (2013) Disinformative data in large-scale hydrological modeling. Hydrol Earth Syst Sci 17:2845–2857. doi:10.​5194/​hess-17-2845-2013
Zurück zum Zitat Kriegel D, Mayer C, Hagg W, Vorogushyn S, Duethmann D, Gafurov A, Farinotti D (2013) Changes in glacierisation, climate and runoff in the second half of the 20th century in the Naryn basin, Central Asia. Global Planet Change 110(Part A):51–61. doi:10.1016/j.gloplacha.2013.05.014 Kriegel D, Mayer C, Hagg W, Vorogushyn S, Duethmann D, Gafurov A, Farinotti D (2013) Changes in glacierisation, climate and runoff in the second half of the 20th century in the Naryn basin, Central Asia. Global Planet Change 110(Part A):51–61. doi:10.​1016/​j.​gloplacha.​2013.​05.​014
Zurück zum Zitat Kundzewicz ZW, Merz B, Vorogushyn S, Hartmann H, Duethmann D, Wortmann M, Huang S, Su B, Jiang T, Krysanova V (2014) Observed changes in climate and river discharge in the Aksu River Basin. Environ Earth Sci Kundzewicz ZW, Merz B, Vorogushyn S, Hartmann H, Duethmann D, Wortmann M, Huang S, Su B, Jiang T, Krysanova V (2014) Observed changes in climate and river discharge in the Aksu River Basin. Environ Earth Sci
Zurück zum Zitat Ludwig R, May I, Turcotte R, Vescovi L, Braun M, Cyr J-F, Fortin L-G, Chaumont D, Biner S, Chartier I, Caya D, Mauser W (2009) The role of hydrological model complexity and uncertainty in climate change impact assessment. Adv Geosci 21:63–71. doi:10.5194/adgeo-21-63-2009 Ludwig R, May I, Turcotte R, Vescovi L, Braun M, Cyr J-F, Fortin L-G, Chaumont D, Biner S, Chartier I, Caya D, Mauser W (2009) The role of hydrological model complexity and uncertainty in climate change impact assessment. Adv Geosci 21:63–71. doi:10.​5194/​adgeo-21-63-2009
Zurück zum Zitat Malsy M, Heinen M, aus der Beek T, Flörke M (2013) Water resources and socio-economic development in a water scarce region on the example of Mongolia. Geo-Öko 34:27–49 Malsy M, Heinen M, aus der Beek T, Flörke M (2013) Water resources and socio-economic development in a water scarce region on the example of Mongolia. Geo-Öko 34:27–49
Zurück zum Zitat Millennium Ecosystem Assessment (MEA) (2005) Ecosystems and human well-being: synthesis. Island Press, Washington DC 137 Millennium Ecosystem Assessment (MEA) (2005) Ecosystems and human well-being: synthesis. Island Press, Washington DC 137
Zurück zum Zitat MoMo-Consortium (2009): MoMo—IWRM in Central Asia—Model Region Mongolia (MoMo): case study in the Kharaa River Basin. In: Final project report, p 201 MoMo-Consortium (2009): MoMo—IWRM in Central Asia—Model Region Mongolia (MoMo): case study in the Kharaa River Basin. In: Final project report, p 201
Zurück zum Zitat Pahl-Wostl C, Tàbara D, Bouwen R, Craps M, Dewulf A, Mostert E, Ridder D, Taillieu T (2008) The importance of social learning and culture for sustainable water management. Ecol Econ 64:484–495. doi:10.1016/j.ecolecon.2007.08.007 Pahl-Wostl C, Tàbara D, Bouwen R, Craps M, Dewulf A, Mostert E, Ridder D, Taillieu T (2008) The importance of social learning and culture for sustainable water management. Ecol Econ 64:484–495. doi:10.​1016/​j.​ecolecon.​2007.​08.​007
Zurück zum Zitat Piani C, Weedon GP, Best M, Gomes SM, Viterbo P, Hagemann S, Haerter JO (2010) Statistical bias correction of global simulated daily precipitation and temperature for the application of hydrological models. J Hydrol 395:199–215. doi:10.1016/j.jhydrol.2010.10.024 Piani C, Weedon GP, Best M, Gomes SM, Viterbo P, Hagemann S, Haerter JO (2010) Statistical bias correction of global simulated daily precipitation and temperature for the application of hydrological models. J Hydrol 395:199–215. doi:10.​1016/​j.​jhydrol.​2010.​10.​024
Zurück zum Zitat Rakhmatullaev S, Huneau F, Kazbekov J, Le Coustumer P, Jumanov J, El Olfi B, Motelica-Heino M, Hrkal Z (2010) Groundwater resources use and management in the Amu Darya River Basin (Central Asia). Environ Earth Sci 59(6):1183–1193. doi:10.1007/s12665-009-0107-4 Rakhmatullaev S, Huneau F, Kazbekov J, Le Coustumer P, Jumanov J, El Olfi B, Motelica-Heino M, Hrkal Z (2010) Groundwater resources use and management in the Amu Darya River Basin (Central Asia). Environ Earth Sci 59(6):1183–1193. doi:10.​1007/​s12665-009-0107-4
Zurück zum Zitat Rakhmatullaev S, Huneau F, Celle-Jeanton H, Le Coustumer P, Motelica-Heino M, Bakiev M (2013) Water reservoirs, irrigation and sedimentation in Central Asia: a first-cut assessment for Uzbekistan. Environ Earth Sci 68(4):985–998. doi:10.1007/s12665-012-1802-0 Rakhmatullaev S, Huneau F, Celle-Jeanton H, Le Coustumer P, Motelica-Heino M, Bakiev M (2013) Water reservoirs, irrigation and sedimentation in Central Asia: a first-cut assessment for Uzbekistan. Environ Earth Sci 68(4):985–998. doi:10.​1007/​s12665-012-1802-0
Zurück zum Zitat Rudolf B, Becker A, Schneider U, Meyer-Christoffer A, Ziese M (2011) New GPCC Full Data Reanalysis Version 5 provides high-quality gridded monthly precipitation data. Gewex, p 2 Rudolf B, Becker A, Schneider U, Meyer-Christoffer A, Ziese M (2011) New GPCC Full Data Reanalysis Version 5 provides high-quality gridded monthly precipitation data. Gewex, p 2
Zurück zum Zitat Sattarov MA, Eshmirzoyev IE, Rakhimov F (2006) Problems of estimation and rational use of water resources of Aral Sea basin. In: Proceedings of International Scientific Conference extreme hydrological events in Aral and Caspian sea region. Moscow, pp 269–274, 19–20 October 2006 Sattarov MA, Eshmirzoyev IE, Rakhimov F (2006) Problems of estimation and rational use of water resources of Aral Sea basin. In: Proceedings of International Scientific Conference extreme hydrological events in Aral and Caspian sea region. Moscow, pp 269–274, 19–20 October 2006
Zurück zum Zitat Savoskul OS, Smakhtin V (2013) Glacier systems and seasonal snow cover in six major Asian river basins: hydrological role under changing climate. In: Colombo, Sri Lanka: International Water Management Institute (IWMI). IWMI Research Report 150, p 53 Savoskul OS, Smakhtin V (2013) Glacier systems and seasonal snow cover in six major Asian river basins: hydrological role under changing climate. In: Colombo, Sri Lanka: International Water Management Institute (IWMI). IWMI Research Report 150, p 53
Zurück zum Zitat Scharaw B, Westerhoff T (2011) A leak detection in drinking water distribution network of Darkhan in framework of the project IWRM in Central Asia, Model Region Mongolia. In: Гypинoвич AД (ed) Proceedings of the IWA 1st Central Asian Regional Young and Senior Water Professionals Conference, Almaty, pp 275–282 Scharaw B, Westerhoff T (2011) A leak detection in drinking water distribution network of Darkhan in framework of the project IWRM in Central Asia, Model Region Mongolia. In: Гypинoвич AД (ed) Proceedings of the IWA 1st Central Asian Regional Young and Senior Water Professionals Conference, Almaty, pp 275–282
Zurück zum Zitat Schewe J, Heinke J, Gerten D, Haddeland I, Arnell NW, Clark DB, Dankers R, Eisner S, Fekete B, Colon-Gonzalez FJ, Gosling SN, Kim H, Liu X, Masaki Y, Portmann FT, Satoh Y, Stacke T, Tang Q, Wada Y, Wisser D, Albrecht T, Frieler K, Piontek F, Warszawski L, Kabat P (2013) Multi-model assessment of water scarcity under climate change. Proc Natl Acad Sci USA. doi:10.1073/pnas.1222460110 Schewe J, Heinke J, Gerten D, Haddeland I, Arnell NW, Clark DB, Dankers R, Eisner S, Fekete B, Colon-Gonzalez FJ, Gosling SN, Kim H, Liu X, Masaki Y, Portmann FT, Satoh Y, Stacke T, Tang Q, Wada Y, Wisser D, Albrecht T, Frieler K, Piontek F, Warszawski L, Kabat P (2013) Multi-model assessment of water scarcity under climate change. Proc Natl Acad Sci USA. doi:10.​1073/​pnas.​1222460110
Zurück zum Zitat 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 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
Zurück zum Zitat Siebert S, Burke J, Faures JM, Frenken K, Hoogeven J, Döll P, Portmann FT (2010) Groundwater use for irrigation—a global inventory. Hydrol Earth Syst Sci 14:1863–1880. doi:10.5194/hess-14-1863-2010 Siebert S, Burke J, Faures JM, Frenken K, Hoogeven J, Döll P, Portmann FT (2010) Groundwater use for irrigation—a global inventory. Hydrol Earth Syst Sci 14:1863–1880. doi:10.​5194/​hess-14-1863-2010
Zurück zum Zitat Sivapalan M, Savenije HHG, Blöschl G (2012) Socio-hydrology: a new science of people and water. Hydrol Process 26(8):1270–1276. doi:10.1002/hyp.8426 Sivapalan M, Savenije HHG, Blöschl G (2012) Socio-hydrology: a new science of people and water. Hydrol Process 26(8):1270–1276. doi:10.​1002/​hyp.​8426
Zurück zum Zitat UNEP (2005) Aral Sea. In: Severskiy I, Chervanyov I, Ponomarenko Y, Novikova NM, Miagkov SV, Rautalahti E, Daler D (eds) GIWA Regional assessment 24, University of Kalmar, Kalmar, pp 92 UNEP (2005) Aral Sea. In: Severskiy I, Chervanyov I, Ponomarenko Y, Novikova NM, Miagkov SV, Rautalahti E, Daler D (eds) GIWA Regional assessment 24, University of Kalmar, Kalmar, pp 92
Zurück zum Zitat Unger-Shayesteh K, Vorogushyn S, Farinotti D, Gafurov A, Duethmann D, Mandychev A, Merz B (2013) What do we know about past changes in the water cycle of Central Asian headwaters? A review. Global Planet Change 110(Part A):4–25. doi:10.1016/j.gloplacha.2013.02.004 Unger-Shayesteh K, Vorogushyn S, Farinotti D, Gafurov A, Duethmann D, Mandychev A, Merz B (2013) What do we know about past changes in the water cycle of Central Asian headwaters? A review. Global Planet Change 110(Part A):4–25. doi:10.​1016/​j.​gloplacha.​2013.​02.​004
Zurück zum Zitat Weedon GP, Gomes S, Viterbo P, Österle H, Adam JC, Bellouin N, Boucher O, Best M (2010) The WATCH forcing data 1958–2001: a meteorological forcing dataset for land surface—and hydrological—models. In: WATCH technical report no. 22, pp 41 Weedon GP, Gomes S, Viterbo P, Österle H, Adam JC, Bellouin N, Boucher O, Best M (2010) The WATCH forcing data 1958–2001: a meteorological forcing dataset for land surface—and hydrological—models. In: WATCH technical report no. 22, pp 41
Zurück zum Zitat Weedon GP, Gomes S, Viterbo P, Shuttleworth WJ, Blyth E, Österle H, Adam JC, Bellouin N, Boucher O, Best M (2011) Creation of the WATCH Forcing data and its use to assess global and regional reference crop evaporation over land during the twentieth century. J Hydrometeorol 12:823–848. doi:10.1175/2011JHM1369.1 Weedon GP, Gomes S, Viterbo P, Shuttleworth WJ, Blyth E, Österle H, Adam JC, Bellouin N, Boucher O, Best M (2011) Creation of the WATCH Forcing data and its use to assess global and regional reference crop evaporation over land during the twentieth century. J Hydrometeorol 12:823–848. doi:10.​1175/​2011JHM1369.​1
Zurück zum Zitat Weedon GP, Gomes S, Balsamo G, Best MJ, Bellouin N, Viterbo P (2012) WATCH forcing data methodology applied to ERA-Interim data. 3 Weedon GP, Gomes S, Balsamo G, Best MJ, Bellouin N, Viterbo P (2012) WATCH forcing data methodology applied to ERA-Interim data. 3
Zurück zum Zitat Worden RL, Savada AM (1991) Mongolia: a country study (area handbook series). In: 2nd edn. Claitor’s Law Books and Publishing Division, p 320 Worden RL, Savada AM (1991) Mongolia: a country study (area handbook series). In: 2nd edn. Claitor’s Law Books and Publishing Division, p 320
Zurück zum Zitat Wouters P, Dukhovny VA, Allan A (2004) Implementing integrated water resources management in Central Asia. In: NATO series IV: earth and environment vol 77. Springer, London, Limited Wouters P, Dukhovny VA, Allan A (2004) Implementing integrated water resources management in Central Asia. In: NATO series IV: earth and environment vol 77. Springer, London, Limited
Zurück zum Zitat Yatagai AO, Arakawa K, Kamiguchi H, Kawamoto M, Nodzu I, Hamada A (2009) A 44-year daily gridded precipitation dataset for Asia based on a dense network of rain gauges. SOLA 5:137–140. doi:10.2151/sola.2009-035 Yatagai AO, Arakawa K, Kamiguchi H, Kawamoto M, Nodzu I, Hamada A (2009) A 44-year daily gridded precipitation dataset for Asia based on a dense network of rain gauges. SOLA 5:137–140. doi:10.​2151/​sola.​2009-035
Zurück zum Zitat 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. B Am Meteorol Soc 93:1401–1415. doi:10.1175/BAMS-D-11-00122.1 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. B Am Meteorol Soc 93:1401–1415. doi:10.​1175/​BAMS-D-11-00122.​1
Zurück zum Zitat Yu F, Price KP, Ellis J, Shi P (2003) Response of seasonal vegetation development to climatic variations in eastern Central Asia. Remote Sens Environ 87(1):42–54. doi:10.1016/S0034-4257(03)00144-5 Yu F, Price KP, Ellis J, Shi P (2003) Response of seasonal vegetation development to climatic variations in eastern Central Asia. Remote Sens Environ 87(1):42–54. doi:10.​1016/​S0034-4257(03)00144-5
Metadaten
Titel
Evaluation of large-scale precipitation data sets for water resources modelling in Central Asia
verfasst von
Marcus Malsy
Tim aus der Beek
Martina Flörke
Publikationsdatum
01.01.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 2/2015
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-014-3107-y

Weitere Artikel der Ausgabe 2/2015

Environmental Earth Sciences 2/2015 Zur Ausgabe