Skip to main content
Erschienen in: Water Resources Management 12/2014

01.09.2014

Multi-Temporal Analysis of Mean Annual and Seasonal Stream Flow Trends, Including Periodicity and Multiple Non-Linear Regression

verfasst von: Milan Stojković, Aleksandra Ilić, Stevan Prohaska, Jasna Plavšić

Erschienen in: Water Resources Management | Ausgabe 12/2014

Einloggen

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

search-config
loading …

Abstract

Global warming affects the hydrological cycle and the long-term water budget of river basins. Flow variations have been noticed in the Danube River Basin, especially in its south-western parts where a downward trend in mean annual flows has been prevalent in the past several decades. Time series of mean annual and seasonal flows of the Sava River at hydrological stations Sremska Mitrovica and Zagreb are analysed in this paper. The trend is assessed with the Mann-Kendall test including the effect of serial correlation. Additionally, the trends are assessed in the multi-temporal framework. It is concluded that the long-term periodicity of annual flows has a considerable impact on the time series trend. Long-term component with cycles of 40 years in mean annual flows are detected by the time series analysis in frequency domain. Regression analysis showed a significant correlation between mean annual flows of the Sava River and annual precipitation, mean annual atmospheric pressure and air temperatures at meteorological station Ljubljana, as well as with the North Atlantic Oscillation (NAO) Index.

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 Bartlett MS (1963) Statistical estimation of density functions. Sankhya Ser A 25:245–254 Bartlett MS (1963) Statistical estimation of density functions. Sankhya Ser A 25:245–254
Zurück zum Zitat Bates BC, Kundewicz ZW, Wu S, Palutikof JP (eds) (2008) Climate change and water, technical paper of the intergovernmental panel on climate change. IPCC Secretariat, Geneva Bates BC, Kundewicz ZW, Wu S, Palutikof JP (eds) (2008) Climate change and water, technical paper of the intergovernmental panel on climate change. IPCC Secretariat, Geneva
Zurück zum Zitat Becker A, Finger P, Meyer-Christoffer A, Rudolf B, Schamm K, Schneider U, Ziese M (2013) A description of the global land-surface precipitation data products of the global precipitation climatology centre with sample applications including centennial (trend) analysis from 1901–present. Earth Syst Sci Data 5:71–99. doi:10.5194/essd-5-71-2013 CrossRef Becker A, Finger P, Meyer-Christoffer A, Rudolf B, Schamm K, Schneider U, Ziese M (2013) A description of the global land-surface precipitation data products of the global precipitation climatology centre with sample applications including centennial (trend) analysis from 1901–present. Earth Syst Sci Data 5:71–99. doi:10.​5194/​essd-5-71-2013 CrossRef
Zurück zum Zitat Birsan M-V, Molnar P, Burlando P, Pfaundler M (2005) Streamflow trends in Switzerland. J Hydrol 314(1–4):312–329CrossRef Birsan M-V, Molnar P, Burlando P, Pfaundler M (2005) Streamflow trends in Switzerland. J Hydrol 314(1–4):312–329CrossRef
Zurück zum Zitat Bouwer LM, Vermaat JE, Aerts JCJH (2008) Regional sensitivities of mean and peak river discharge to climate variability in Europe. J Geophys Res 113, D19103. doi:10.1029/2008JD010301 CrossRef Bouwer LM, Vermaat JE, Aerts JCJH (2008) Regional sensitivities of mean and peak river discharge to climate variability in Europe. J Geophys Res 113, D19103. doi:10.​1029/​2008JD010301 CrossRef
Zurück zum Zitat Bower D, Hannah DM, McGregor GR (2004) Techniques for assessing the climatic sensitivity of river flow regimes. Hydrol Process 18(13):2515–2543CrossRef Bower D, Hannah DM, McGregor GR (2004) Techniques for assessing the climatic sensitivity of river flow regimes. Hydrol Process 18(13):2515–2543CrossRef
Zurück zum Zitat Daniell PJ (1946) Discussion on the symposium on autocorrelation in the time series. JRoy Stat Soc 8:88–90 Daniell PJ (1946) Discussion on the symposium on autocorrelation in the time series. JRoy Stat Soc 8:88–90
Zurück zum Zitat Danilovich I, Wrzesinski D, Nekrasova L (2007) Impact of the north Atlantic oscillation on river runoff in the Belarus part of the Baltic Sea basin. Nord Hydrol 38(4–5):413–423CrossRef Danilovich I, Wrzesinski D, Nekrasova L (2007) Impact of the north Atlantic oscillation on river runoff in the Belarus part of the Baltic Sea basin. Nord Hydrol 38(4–5):413–423CrossRef
Zurück zum Zitat Djurdjević V, Rajković B (2010) Development of the EBU-POM coupled regional climate model and results from climate change experiments. In: Mihajlovic TD, Lalic B (eds) Advances in environmental modeling and measurements. Nova Publishers, Hauppauge NY, pp 23–32. ISBN 978-1-60876-599-7 Djurdjević V, Rajković B (2010) Development of the EBU-POM coupled regional climate model and results from climate change experiments. In: Mihajlovic TD, Lalic B (eds) Advances in environmental modeling and measurements. Nova Publishers, Hauppauge NY, pp 23–32. ISBN 978-1-60876-599-7
Zurück zum Zitat Douglas EM, Vogel RM, Kroll CN (2000) Trends in floods and low flows in the united states: impact of spatial correlation. J Hydrol 240(1–2):90–105CrossRef Douglas EM, Vogel RM, Kroll CN (2000) Trends in floods and low flows in the united states: impact of spatial correlation. J Hydrol 240(1–2):90–105CrossRef
Zurück zum Zitat Gudmundsson L, Tallaksen LM, Stahl K, Fleig AK (2011) Low-frequency variability of european runoff. Hydrol Earth Syst Sci 15(9):2853–2869CrossRef Gudmundsson L, Tallaksen LM, Stahl K, Fleig AK (2011) Low-frequency variability of european runoff. Hydrol Earth Syst Sci 15(9):2853–2869CrossRef
Zurück zum Zitat Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204(1–4):182–196CrossRef Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204(1–4):182–196CrossRef
Zurück zum Zitat Hannaford J, Buys G (2012) Trends in seasonal river flow regimes in the UK. J Hydrol 475:158–174CrossRef Hannaford J, Buys G (2012) Trends in seasonal river flow regimes in the UK. J Hydrol 475:158–174CrossRef
Zurück zum Zitat Hannaford J, Buys G, Stahl K, Tallaksen LM (2013) The influence of decadal-scale variability on trends in long european streamflow records. Hydrol Earth Syst Sci 17(7):2717–2733CrossRef Hannaford J, Buys G, Stahl K, Tallaksen LM (2013) The influence of decadal-scale variability on trends in long european streamflow records. Hydrol Earth Syst Sci 17(7):2717–2733CrossRef
Zurück zum Zitat Hansen J, Sato M, Kharecha P, Schuckmann K (2011) Earth’s energy imbalance and implications. Atmos Chem Phys 11:13421–13449 Hansen J, Sato M, Kharecha P, Schuckmann K (2011) Earth’s energy imbalance and implications. Atmos Chem Phys 11:13421–13449
Zurück zum Zitat Hurrell JW (1995) Decadal trends in the north Atlantic oscillation and relationships to regional temperature and precipitation. Science 269(5224):676–679CrossRef Hurrell JW (1995) Decadal trends in the north Atlantic oscillation and relationships to regional temperature and precipitation. Science 269(5224):676–679CrossRef
Zurück zum Zitat Jones PD, Lister DH, Osborn TJ, Harpham C, Salmon M, Morice CP (2012) Hemispheric and large-scale land-surface air temperature variations: an extensive revision and an update to 2010. J Geophys Res: Atmos 117, D05127. doi:10.1029/2011JD017139 Jones PD, Lister DH, Osborn TJ, Harpham C, Salmon M, Morice CP (2012) Hemispheric and large-scale land-surface air temperature variations: an extensive revision and an update to 2010. J Geophys Res: Atmos 117, D05127. doi:10.​1029/​2011JD017139
Zurück zum Zitat Kendall MG (1962) Rank correlation methods, 3rd edn. Hafner Publishing Company, New York Kendall MG (1962) Rank correlation methods, 3rd edn. Hafner Publishing Company, New York
Zurück zum Zitat Khaliq MN, Ouarda TBMJ, Gachon P, Sushama L, St-Hilaire A (2009) Identification of hydrological trends in the presence of serial and cross correlations: a review of selected methods and their application to annual flow regimes of Canadian rivers. J Hydrol 368(1–4):117–130CrossRef Khaliq MN, Ouarda TBMJ, Gachon P, Sushama L, St-Hilaire A (2009) Identification of hydrological trends in the presence of serial and cross correlations: a review of selected methods and their application to annual flow regimes of Canadian rivers. J Hydrol 368(1–4):117–130CrossRef
Zurück zum Zitat Krasovskaia I (1996) Sensitivity of the stability of river flow regimes to small fluctuations in temperature. Hydrol Sci J /J Sci Hydrol 41(2):251–264CrossRef Krasovskaia I (1996) Sensitivity of the stability of river flow regimes to small fluctuations in temperature. Hydrol Sci J /J Sci Hydrol 41(2):251–264CrossRef
Zurück zum Zitat Krasovskaia I, Sælthun NR (1997) Sensitivity of the stability of Scandinavian river flow regimes to a predicted temperature rise. Hydrol Sci J/J Sci Hydrol 42(5):693–711CrossRef Krasovskaia I, Sælthun NR (1997) Sensitivity of the stability of Scandinavian river flow regimes to a predicted temperature rise. Hydrol Sci J/J Sci Hydrol 42(5):693–711CrossRef
Zurück zum Zitat Labat D (2006) Oscillations in land surface hydrological cycle. Earth Planet Sci Lett 242(1–2):143–154CrossRef Labat D (2006) Oscillations in land surface hydrological cycle. Earth Planet Sci Lett 242(1–2):143–154CrossRef
Zurück zum Zitat Labat D, Godderis Y, Probst JL, Guyot JL (2004) Evidence for global runoff increase related to climate warming. Adv Water Resour 27(6):631–642CrossRef Labat D, Godderis Y, Probst JL, Guyot JL (2004) Evidence for global runoff increase related to climate warming. Adv Water Resour 27(6):631–642CrossRef
Zurück zum Zitat Loeb NG, Kato S, Su W, Wong T, Rose FG, Doelling DR, Norris JR, Huang X (2012) Advances in understanding Top-of-atmosphere radiation variability from satellite observations. Surv Geophys 33(3–4):359–385CrossRef Loeb NG, Kato S, Su W, Wong T, Rose FG, Doelling DR, Norris JR, Huang X (2012) Advances in understanding Top-of-atmosphere radiation variability from satellite observations. Surv Geophys 33(3–4):359–385CrossRef
Zurück zum Zitat McCabe GJ, Wolock DM (2002) A step increase in streamflow in the conterminous united states. Geophys Res Lett 29(24):2185CrossRef McCabe GJ, Wolock DM (2002) A step increase in streamflow in the conterminous united states. Geophys Res Lett 29(24):2185CrossRef
Zurück zum Zitat Milly PCD, Dunne KA, Vecchia AV (2005) Global pattern of trends in streamflow and water availability in a changing climate. Nature 438(7066):347–350CrossRef Milly PCD, Dunne KA, Vecchia AV (2005) Global pattern of trends in streamflow and water availability in a changing climate. Nature 438(7066):347–350CrossRef
Zurück zum Zitat Moraes JM, Pellegrino GQ, Ballester MV, Martinelli LA, Victoria RL, Krusche AV (1998) Trends in hydrological parameters of a southern Brazilian watershed and its relation to human induced changes. Water Resour Manag 12(4):295–311 Moraes JM, Pellegrino GQ, Ballester MV, Martinelli LA, Victoria RL, Krusche AV (1998) Trends in hydrological parameters of a southern Brazilian watershed and its relation to human induced changes. Water Resour Manag 12(4):295–311
Zurück zum Zitat Nakićenović N, Swart R (eds) (2000) Special report on emissions scenarios: a special report of working group III of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, UK Nakićenović N, Swart R (eds) (2000) Special report on emissions scenarios: a special report of working group III of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, UK
Zurück zum Zitat Pekarova P, Miklanek P, Pekar J (2003) Spatial and temporal runoff oscillation analysis of the main rivers of the world during the 19th–20th centuries. J Hydrol 274(1–4):62–79CrossRef Pekarova P, Miklanek P, Pekar J (2003) Spatial and temporal runoff oscillation analysis of the main rivers of the world during the 19th–20th centuries. J Hydrol 274(1–4):62–79CrossRef
Zurück zum Zitat Pekarova P, Miklanek P, Pekar J (2006) Long-term trends and runoff fluctuations of european rivers. In: climate variability and change—hydrological impacts (proceedings of the fifth FRIEND world conference held at Havana, Cuba). IAHS Publ 308:520–525 Pekarova P, Miklanek P, Pekar J (2006) Long-term trends and runoff fluctuations of european rivers. In: climate variability and change—hydrological impacts (proceedings of the fifth FRIEND world conference held at Havana, Cuba). IAHS Publ 308:520–525
Zurück zum Zitat Petrow T, Merz B (2009) Trends in flood magnitude, frequency and seasonality in Germany in the period 1951–2002. J Hydrol 371(1–4):129–141CrossRef Petrow T, Merz B (2009) Trends in flood magnitude, frequency and seasonality in Germany in the period 1951–2002. J Hydrol 371(1–4):129–141CrossRef
Zurück zum Zitat Prata F (2008) The climatological record of clear-sky longwave radiation at the Earth’s surface: evidence for water vapour feedback? Int J Remote Sens 29(17–18):5247–5263CrossRef Prata F (2008) The climatological record of clear-sky longwave radiation at the Earth’s surface: evidence for water vapour feedback? Int J Remote Sens 29(17–18):5247–5263CrossRef
Zurück zum Zitat Prohaska S (2006) Hidrologija, II deo (Hydrology, Part II). Faculty of geology and mining, water resources development institute “Jaroslav Cerni”, hydro-meteorological service of Serbia, Belgrade (in Serbian) Prohaska S (2006) Hidrologija, II deo (Hydrology, Part II). Faculty of geology and mining, water resources development institute “Jaroslav Cerni”, hydro-meteorological service of Serbia, Belgrade (in Serbian)
Zurück zum Zitat Renner M, Bernhofer C (2011) Long term variability of the annual hydrological regime and sensitivity to temperature phase shifts in Saxony/Germany. Hydrol Earth Syst Sci 15(6):1819–1833CrossRef Renner M, Bernhofer C (2011) Long term variability of the annual hydrological regime and sensitivity to temperature phase shifts in Saxony/Germany. Hydrol Earth Syst Sci 15(6):1819–1833CrossRef
Zurück zum Zitat Rimbu N, Boroneanţ C, Buta C, Dima M (2002) Decadal variability of the Danube river flow in the lower basin and its relation with the north Atlantic oscillation. Int J Climatol 22(10):1169–1179CrossRef Rimbu N, Boroneanţ C, Buta C, Dima M (2002) Decadal variability of the Danube river flow in the lower basin and its relation with the north Atlantic oscillation. Int J Climatol 22(10):1169–1179CrossRef
Zurück zum Zitat Rodriguez-Puebla C, Encinas AH, Nieto S, Garmendia J (1998) Spatial and temporal patterns of annual precipitation variability over the Iberian peninsula. Int J Climatol 18(3):299–316CrossRef Rodriguez-Puebla C, Encinas AH, Nieto S, Garmendia J (1998) Spatial and temporal patterns of annual precipitation variability over the Iberian peninsula. Int J Climatol 18(3):299–316CrossRef
Zurück zum Zitat Rohde R, Muller R, Jacobsen R, Perlmutter S, Rosenfeld A, Wurtele J, Curry J, Wickham C, Mosher S (2013) Berkeley earth temperature averaging process. Geoinfor Geostat: An Overview 1(2):1–13 Rohde R, Muller R, Jacobsen R, Perlmutter S, Rosenfeld A, Wurtele J, Curry J, Wickham C, Mosher S (2013) Berkeley earth temperature averaging process. Geoinfor Geostat: An Overview 1(2):1–13
Zurück zum Zitat Salas JD, Delleur JW, Yevjevich V, Lane WL (1980) Applied modeling of hydrologic time series. Water Resources Publications, Littleton, Colorado Salas JD, Delleur JW, Yevjevich V, Lane WL (1980) Applied modeling of hydrologic time series. Water Resources Publications, Littleton, Colorado
Zurück zum Zitat Sanjay KJ, Sarkar A, Garg V (2008) Impact of declining trend of flow on harike wetland, India. Water Resour Manag 22(4):409–421 Sanjay KJ, Sarkar A, Garg V (2008) Impact of declining trend of flow on harike wetland, India. Water Resour Manag 22(4):409–421
Zurück zum Zitat Schmocker-Fackel P, Naef F (2010) More frequent flooding? changes in flood frequency in Switzerland since 1850. J Hydrol 381(1–2):1–8CrossRef Schmocker-Fackel P, Naef F (2010) More frequent flooding? changes in flood frequency in Switzerland since 1850. J Hydrol 381(1–2):1–8CrossRef
Zurück zum Zitat Smith TM, Arkin PA, Ren L, Shen SP (2012) Improved reconstruction of global precipitation since 1900. J Atmos Ocean Technol 29(10):1505–1517CrossRef Smith TM, Arkin PA, Ren L, Shen SP (2012) Improved reconstruction of global precipitation since 1900. J Atmos Ocean Technol 29(10):1505–1517CrossRef
Zurück zum Zitat Stahl K, Hisdal H, Hannaford J, Tallaksen LM, Van Lanen HAJ, Sauquet E, Demuth S, Fendekova M, Jodar J (2010) Streamflow trends in Europe: evidence from a dataset of near-natural catchments. Hydrol Earth Syst Sci 14(12):2367–2382CrossRef Stahl K, Hisdal H, Hannaford J, Tallaksen LM, Van Lanen HAJ, Sauquet E, Demuth S, Fendekova M, Jodar J (2010) Streamflow trends in Europe: evidence from a dataset of near-natural catchments. Hydrol Earth Syst Sci 14(12):2367–2382CrossRef
Zurück zum Zitat Stojković M, Prohaska S, Plavšić J (2012) Stohastička analiza serija godišnjih proticaja na stanicama na Dunavu (Stochastic analysis of mean annual flow series at stations on the Danube River), Proc. 16th conf. of the serbian association for hydraulic research and serbian association for hydrology, ISBN 978-86-7518-159-0, pp. 527–543 (in Serbian) Stojković M, Prohaska S, Plavšić J (2012) Stohastička analiza serija godišnjih proticaja na stanicama na Dunavu (Stochastic analysis of mean annual flow series at stations on the Danube River), Proc. 16th conf. of the serbian association for hydraulic research and serbian association for hydrology, ISBN 978-86-7518-159-0, pp. 527–543 (in Serbian)
Zurück zum Zitat Stojković M, Prohaska S, Plavšić J (2013) Stochastic modelling of time series of mean annual discharge in the 21st century: ase study of the River Ibar. Proc. Int. conf. climate change impacts on water resources, Belgrade, Serbia, ISBN 978-86-82565-41-3, pp. 55–63 Stojković M, Prohaska S, Plavšić J (2013) Stochastic modelling of time series of mean annual discharge in the 21st century: ase study of the River Ibar. Proc. Int. conf. climate change impacts on water resources, Belgrade, Serbia, ISBN 978-86-82565-41-3, pp. 55–63
Zurück zum Zitat Wang K, Dickinson R, Liang S (2009) Clear Sky visibility Has decreased over land globally from 1973 to 2007. Science 323(5920):1468–1470CrossRef Wang K, Dickinson R, Liang S (2009) Clear Sky visibility Has decreased over land globally from 1973 to 2007. Science 323(5920):1468–1470CrossRef
Zurück zum Zitat Wild M, Grieser J, Schär C (2008) Combined surface solar brightening and increasing greenhouse effect support recent intensification of the global land-based hydrological cycle. Geophys Res Lett 35(17), L17706. doi:10.1029/2008GL034842 CrossRef Wild M, Grieser J, Schär C (2008) Combined surface solar brightening and increasing greenhouse effect support recent intensification of the global land-based hydrological cycle. Geophys Res Lett 35(17), L17706. doi:10.​1029/​2008GL034842 CrossRef
Zurück zum Zitat Wong T, Wielicki BA, Lee RB III, Smith G, Bush KA, Willis JK (2006) Reexamination of the observed decadal variability of the earth radiation budget using altitude-corrected ERBE/ERBS nonscanner WFOV data. J Clim 19(16):4028–4040CrossRef Wong T, Wielicki BA, Lee RB III, Smith G, Bush KA, Willis JK (2006) Reexamination of the observed decadal variability of the earth radiation budget using altitude-corrected ERBE/ERBS nonscanner WFOV data. J Clim 19(16):4028–4040CrossRef
Zurück zum Zitat Yevjevich V (1972) Stochastic processes in hydrology. Water Resources Publications, Fort Collins, Colorado Yevjevich V (1972) Stochastic processes in hydrology. Water Resources Publications, Fort Collins, Colorado
Zurück zum Zitat Yue S, Wang CY (2004) The Mann–Kendall test modified by effective sample size to detect trend in serially correlated hydrological series. Water Res Manag 18(3):201–218 Yue S, Wang CY (2004) The Mann–Kendall test modified by effective sample size to detect trend in serially correlated hydrological series. Water Res Manag 18(3):201–218
Zurück zum Zitat Zhang X, Zwiers FW, Hegerl GC, Lambert FH, Gillett NP, Solomon S, Stott PA, Nozawa T (2007) Detection of human influence, on twentieth century precipitation trends. Nature 448(7152):461–465CrossRef Zhang X, Zwiers FW, Hegerl GC, Lambert FH, Gillett NP, Solomon S, Stott PA, Nozawa T (2007) Detection of human influence, on twentieth century precipitation trends. Nature 448(7152):461–465CrossRef
Metadaten
Titel
Multi-Temporal Analysis of Mean Annual and Seasonal Stream Flow Trends, Including Periodicity and Multiple Non-Linear Regression
verfasst von
Milan Stojković
Aleksandra Ilić
Stevan Prohaska
Jasna Plavšić
Publikationsdatum
01.09.2014
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 12/2014
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-014-0753-5

Weitere Artikel der Ausgabe 12/2014

Water Resources Management 12/2014 Zur Ausgabe