Skip to main content
Erschienen in: Water Resources Management 10/2015

01.08.2015

Multi-Resolution Cointegration Prediction for Runoff and Sediment Load

verfasst von: Jinping Zhang, Yong Zhao, Weihua Xiao

Erschienen in: Water Resources Management | Ausgabe 10/2015

Einloggen

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

search-config
loading …

Abstract

With the wavelet transform method, the multi-resolution analysis of runoff and sediment load at Huaxian hydrological station located in the lower reaches of the Weihe River in China is presented to find the varying quasic-periodic waveforms existing in different decomposed time scales. The cointegration theory is introduced to reveal the long-term balance relationship and short-term fluctuations of the original and decomposed runoff and sediment load time series. Thus, considering the decomposed sediment load components in different time scales as the input data series, and the corresponding decomposed runoff component acting as the output data series, the multi-resolution cointegration method is produced. The results show that the multi-resolution cointegration method has the higher prediction accuracy, and the prediction errors are almost less than 5 %.

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 Abiyev RH (2011) Fuzzy wavelet neural network based on fuzzy clustering and gradient techniques for time series prediction. Neural Comput & Applic 20(2):249–259CrossRef Abiyev RH (2011) Fuzzy wavelet neural network based on fuzzy clustering and gradient techniques for time series prediction. Neural Comput & Applic 20(2):249–259CrossRef
Zurück zum Zitat Aman MK (2015) Wavelet genetic algorithm-support vector regression (wavelet GA-SVR) for monthly flow forecasting. Water Resour Manag 29(4):1283–1293CrossRef Aman MK (2015) Wavelet genetic algorithm-support vector regression (wavelet GA-SVR) for monthly flow forecasting. Water Resour Manag 29(4):1283–1293CrossRef
Zurück zum Zitat Braga ACFM, da Silva RM, Santos CAG, de Oliverira Galvão C, Nobre P (2013) Downscaling of a global climate model for estimation of runoff, sediment yield and dam storage: a case study of Pirapama basin. Brazil J Hydrol 498:46–58CrossRef Braga ACFM, da Silva RM, Santos CAG, de Oliverira Galvão C, Nobre P (2013) Downscaling of a global climate model for estimation of runoff, sediment yield and dam storage: a case study of Pirapama basin. Brazil J Hydrol 498:46–58CrossRef
Zurück zum Zitat Carriquiry JD, Sanchez A (1999) Sedimentation in the Colorado River delta and upper Gulf of California after nearly a century of discharge loss. Mar Geol 158:125–145CrossRef Carriquiry JD, Sanchez A (1999) Sedimentation in the Colorado River delta and upper Gulf of California after nearly a century of discharge loss. Mar Geol 158:125–145CrossRef
Zurück zum Zitat Compagnucci RH, Blanco SA, Figliola MA, Jacovkis PM (2000) Variability in subtropical Andean Argentinean Atuel fiver: a wavelet approach. Environmetrics 11:251–269CrossRef Compagnucci RH, Blanco SA, Figliola MA, Jacovkis PM (2000) Variability in subtropical Andean Argentinean Atuel fiver: a wavelet approach. Environmetrics 11:251–269CrossRef
Zurück zum Zitat Dai SB, Lu XX (2014) Sediment load change in the Yangtze River (Changjiang): a review. Geomorphology 215:60–73CrossRef Dai SB, Lu XX (2014) Sediment load change in the Yangtze River (Changjiang): a review. Geomorphology 215:60–73CrossRef
Zurück zum Zitat Engle RF, Granger CWJ (1987) Cointegration and error correction: representation, estimation and testing. Econometrica 55:251–276CrossRef Engle RF, Granger CWJ (1987) Cointegration and error correction: representation, estimation and testing. Econometrica 55:251–276CrossRef
Zurück zum Zitat Fanos AM (1995) The impact of human activities on the erosion and accretion of the Nile Delta coast. J Coast Res 11(3):821–833 Fanos AM (1995) The impact of human activities on the erosion and accretion of the Nile Delta coast. J Coast Res 11(3):821–833
Zurück zum Zitat Fukhrudin KM, Assefa MM, Patrick B, Karen BG (2013) Modeling the impact of land use changes on runoff and sediment yield in the Le Sueur watershed, Minnesota using GeoWEPP. Catena 107:35–45CrossRef Fukhrudin KM, Assefa MM, Patrick B, Karen BG (2013) Modeling the impact of land use changes on runoff and sediment yield in the Le Sueur watershed, Minnesota using GeoWEPP. Catena 107:35–45CrossRef
Zurück zum Zitat Gaucherel C (2002) Use of wavelet transform for temporal characterization of remote watersheds. J Hydrol 269:101–121CrossRef Gaucherel C (2002) Use of wavelet transform for temporal characterization of remote watersheds. J Hydrol 269:101–121CrossRef
Zurück zum Zitat Gebremicael TG, Mohamed YA, Betrie GD, van der Zaag P, Teferi E (2013) Trend analysis of runoff and sediment fluxes in the Upper Blue Nile basin: a combined analysis of statistical tests, physically-based models and landuse maps. J Hydrol 482:57–68CrossRef Gebremicael TG, Mohamed YA, Betrie GD, van der Zaag P, Teferi E (2013) Trend analysis of runoff and sediment fluxes in the Upper Blue Nile basin: a combined analysis of statistical tests, physically-based models and landuse maps. J Hydrol 482:57–68CrossRef
Zurück zum Zitat Han ZHY, Wei YM, Jiao YL, Fan Y, Zhang JT (2004) On the cointegration and causality between Chinese GDP and energy consumption. Syst Eng 22(12):17–21 Han ZHY, Wei YM, Jiao YL, Fan Y, Zhang JT (2004) On the cointegration and causality between Chinese GDP and energy consumption. Syst Eng 22(12):17–21
Zurück zum Zitat He L, Huang GH, Zeng GM, Lu HW (2008) Wavelet-based multiresolution analysis for data cleaning and its application to water quality management system. Expert Syst Appl 35:1301–1310CrossRef He L, Huang GH, Zeng GM, Lu HW (2008) Wavelet-based multiresolution analysis for data cleaning and its application to water quality management system. Expert Syst Appl 35:1301–1310CrossRef
Zurück zum Zitat Kulwinder SP, Rashmi B (2013) Wavelet and statistical analysis of river water quality parameters. Appl Math Comput 219:10172–10182CrossRef Kulwinder SP, Rashmi B (2013) Wavelet and statistical analysis of river water quality parameters. Appl Math Comput 219:10172–10182CrossRef
Zurück zum Zitat Mallat SG (1998) A wavelet tour of signal processing, 2nd edn. Academic, San Diego Mallat SG (1998) A wavelet tour of signal processing, 2nd edn. Academic, San Diego
Zurück zum Zitat Mu XM, Wang WL, Xu XX (1999) The influence of the soil and water conservation on the surface runoff in the watersheds in the gully plateau region of Loess Plateau. J Hydraul Eng (2):71–75 Mu XM, Wang WL, Xu XX (1999) The influence of the soil and water conservation on the surface runoff in the watersheds in the gully plateau region of Loess Plateau. J Hydraul Eng (2):71–75
Zurück zum Zitat Sadeghi SHR, Seghaleh Bashari M, Rangavar AS (2013) Plot sizes dependency of runoff and sediment yield estimates from a small watershed. Catena 102:55–61CrossRef Sadeghi SHR, Seghaleh Bashari M, Rangavar AS (2013) Plot sizes dependency of runoff and sediment yield estimates from a small watershed. Catena 102:55–61CrossRef
Zurück zum Zitat Seung-Hoon Y (2007) Urban water consumption and regional economic growth: the case of Taejeon, Korea. Water Resour Manag 21:1353–1361CrossRef Seung-Hoon Y (2007) Urban water consumption and regional economic growth: the case of Taejeon, Korea. Water Resour Manag 21:1353–1361CrossRef
Zurück zum Zitat Shi CHX, Zhou YY, Fan XL, Shao WW (2012) A study on the annual runoff changes and its relationship with water and soil conservation practices and climate changes in the middle Yellow River basin. Catena 100:31–41CrossRef Shi CHX, Zhou YY, Fan XL, Shao WW (2012) A study on the annual runoff changes and its relationship with water and soil conservation practices and climate changes in the middle Yellow River basin. Catena 100:31–41CrossRef
Zurück zum Zitat Venkata Ramana R, Krishna B, Kumar SR, Pandey NG (2013) Monthly rainfall prediction using wavelet neural network analysis. Water Resour Manag 27:3697–3711CrossRef Venkata Ramana R, Krishna B, Kumar SR, Pandey NG (2013) Monthly rainfall prediction using wavelet neural network analysis. Water Resour Manag 27:3697–3711CrossRef
Zurück zum Zitat Wang XY, Zhao XP, Liu ZW, Dong SQ (2011) Research on lake eutrophication predictioning methods based on grey theory. Comput Simul 28(1):17–19 Wang XY, Zhao XP, Liu ZW, Dong SQ (2011) Research on lake eutrophication predictioning methods based on grey theory. Comput Simul 28(1):17–19
Zurück zum Zitat Xu LQ, Liu SHY (2013) Study of short-term water quality prediction model based on wavelet neural network. Math Comput Model 58:807–813CrossRef Xu LQ, Liu SHY (2013) Study of short-term water quality prediction model based on wavelet neural network. Math Comput Model 58:807–813CrossRef
Zurück zum Zitat Xu JX, Sun J (2003) Influence of precipitation and human activities on water fluxes from the Yellow River into the sea in the past 50 years. Adv Water Sci 14(6):690–695 Xu JX, Sun J (2003) Influence of precipitation and human activities on water fluxes from the Yellow River into the sea in the past 50 years. Adv Water Sci 14(6):690–695
Zurück zum Zitat Yilmaz S, Oysal Y (2010) Fuzzy wavelet neural network models for prediction and identification of dynamical systems. IEEE Trans Neural Netw 21(10):1599–1609CrossRef Yilmaz S, Oysal Y (2010) Fuzzy wavelet neural network models for prediction and identification of dynamical systems. IEEE Trans Neural Netw 21(10):1599–1609CrossRef
Zurück zum Zitat Zhang LY, Zhang LP, Cao FL, Song XY (2006a) Annual runoff forecasting research based on the theory of cointegration and error correction model. Eng J Wuhan Univ 39(6):6–11 Zhang LY, Zhang LP, Cao FL, Song XY (2006a) Annual runoff forecasting research based on the theory of cointegration and error correction model. Eng J Wuhan Univ 39(6):6–11
Zurück zum Zitat Zhang Q, Xu CHY, Becker S, Jiang T (2006b) Sediment and runoff changes in the Yangtze River basin during past 50 years. J Hydrol 331:511–523CrossRef Zhang Q, Xu CHY, Becker S, Jiang T (2006b) Sediment and runoff changes in the Yangtze River basin during past 50 years. J Hydrol 331:511–523CrossRef
Zurück zum Zitat Zhang Y, Xu JH, Lu GG (2008) Dynamic analysis of water footprint and resources utility efficiency of Xinjiang in northwest of China arid areas. J Desert Res 28(4):775–783 Zhang Y, Xu JH, Lu GG (2008) Dynamic analysis of water footprint and resources utility efficiency of Xinjiang in northwest of China arid areas. J Desert Res 28(4):775–783
Zurück zum Zitat Zhang XM, Cao WH, Yu XX, Wu SH (2009) Effect of LUCC on runoff regulation in watershed in loess gullied-hilly region of China. J Hydraul Eng 40(6):641–650 Zhang XM, Cao WH, Yu XX, Wu SH (2009) Effect of LUCC on runoff regulation in watershed in loess gullied-hilly region of China. J Hydraul Eng 40(6):641–650
Zurück zum Zitat Zhang JP, Ding ZHH, Yuan WL, Zuo QT (2013) Research on the relationship between rainfall and reference crop evapotranspiration with multi-time scales. Paddy Water Environ 11:473–482CrossRef Zhang JP, Ding ZHH, Yuan WL, Zuo QT (2013) Research on the relationship between rainfall and reference crop evapotranspiration with multi-time scales. Paddy Water Environ 11:473–482CrossRef
Zurück zum Zitat Zhang JP, Zhao Y, Ding ZHH (2014a) Research on the relationships between rainfall and meteorological yield in irrigation district. Water Resour Manag 28:1689–1702CrossRef Zhang JP, Zhao Y, Ding ZHH (2014a) Research on the relationships between rainfall and meteorological yield in irrigation district. Water Resour Manag 28:1689–1702CrossRef
Zurück zum Zitat Zhang X, Yu GQ, Li ZHB, Li P (2014b) Experimental study on slope runoff, erosion and sediment under different vegetation types. Water Resour Manag 28(9):2415–2433CrossRef Zhang X, Yu GQ, Li ZHB, Li P (2014b) Experimental study on slope runoff, erosion and sediment under different vegetation types. Water Resour Manag 28(9):2415–2433CrossRef
Zurück zum Zitat Zhao FF, Xu ZX (2009) Hydrological response to climate change in headwater catchment of the Yellow River Basin. Res Sci 31(5):722–730 Zhao FF, Xu ZX (2009) Hydrological response to climate change in headwater catchment of the Yellow River Basin. Res Sci 31(5):722–730
Zurück zum Zitat Zhao RR, Chen HC, Zhu SL, Zhao LQ (2007) Analysis on variations of runoff and reasons of headwater region of the Yellow River. Yellow River 29(4):15–16 Zhao RR, Chen HC, Zhu SL, Zhao LQ (2007) Analysis on variations of runoff and reasons of headwater region of the Yellow River. Yellow River 29(4):15–16
Metadaten
Titel
Multi-Resolution Cointegration Prediction for Runoff and Sediment Load
verfasst von
Jinping Zhang
Yong Zhao
Weihua Xiao
Publikationsdatum
01.08.2015
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2015
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1018-7

Weitere Artikel der Ausgabe 10/2015

Water Resources Management 10/2015 Zur Ausgabe