Multi-Resolution Cointegration Prediction for Runoff and Sediment Load
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  • 作者:Jinping Zhang ; Yong Zhao ; Weihua Xiao
  • 关键词:Runoff ; Sediment load ; Multi ; resolution cointegration ; Wavelet transform
  • 刊名:Water Resources Management
  • 出版年:2015
  • 出版时间:August 2015
  • 年:2015
  • 卷:29
  • 期:10
  • 页码:3601-3613
  • 全文大小:742 KB
  • 参考文献:Abiyev RH (2011) Fuzzy wavelet neural network based on fuzzy clustering and gradient techniques for time series prediction. Neural Comput & Applic 20(2):249-59View Article
    Aman MK (2015) Wavelet genetic algorithm-support vector regression (wavelet GA-SVR) for monthly flow forecasting. Water Resour Manag 29(4):1283-293View Article
    Braga ACFM, da Silva RM, Santos CAG, de Oliverira Galv?o 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 498:46-8View Article
    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 158:125-45View Article
    Compagnucci RH, Blanco SA, Figliola MA, Jacovkis PM (2000) Variability in subtropical Andean Argentinean Atuel fiver: a wavelet approach. Environmetrics 11:251-69View Article
    Dai SB, Lu XX (2014) Sediment load change in the Yangtze River (Changjiang): a review. Geomorphology 215:60-3View Article
    Engle RF, Granger CWJ (1987) Cointegration and error correction: representation, estimation and testing. Econometrica 55:251-76View Article
    Fanos AM (1995) The impact of human activities on the erosion and accretion of the Nile Delta coast. J Coast Res 11(3):821-33
    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 107:35-5View Article
    Gaucherel C (2002) Use of wavelet transform for temporal characterization of remote watersheds. J Hydrol 269:101-21View Article
    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 482:57-8View Article
    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):17-1
    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 35:1301-310View Article
    Kulwinder SP, Rashmi B (2013) Wavelet and statistical analysis of river water quality parameters. Appl Math Comput 219:10172-0182View Article
    Mallat SG (1998) A wavelet tour of signal processing, 2nd edn. Academic, San Diego
    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):71-5
    Sadeghi SHR, Seghaleh Bashari M, Rangavar AS (2013) Plot sizes dependency of runoff and sediment yield estimates from a small watershed. Catena 102:55-1View Article
    Seung-Hoon Y (2007) Urban water consumption and regional economic growth: the case of Taejeon, Korea. Water Resour Manag 21:1353-361View Article
    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 100:31-1View Article
    Venkata Ramana R, Krishna B, Kumar SR, Pandey NG (2013) Monthly rainfall prediction using wavelet neural network analysis. Water Resour Manag 27:3697-711View Article
    Wang XY, Zhao XP, Liu ZW, Dong SQ (2011) Research on lake eutrophication predictioning methods based on grey theory. Comput Simul 28(1):17-9
    Xu LQ, Liu SHY (2013) Study of short-term water quality prediction model based on wavelet neural network. Math Comput Model 58:807-13View Article
    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):690-95
    Yilmaz S, Oysal Y (2010) Fuzzy wavelet neural network models for prediction and identification of dynamical systems. IEEE Trans Neural Netw 21(10):1599-609View Article
    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):6-1
    Zhang Q, Xu CHY, Becker S, Jiang T (2006b) Sediment and runoff changes in the Yangtze River basin during past 50 years. J Hydrol 331:511-23View Article
    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):775-83
    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):641-50
    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 11:473-82View Article
    Zhang JP, Zhao Y, Ding ZHH (2014a) Research on t
  • 作者单位:Jinping Zhang (1) (3)
    Yong Zhao (2)
    Weihua Xiao (2)

    1. Laboratory of Science and Water Conservancy of Key Disciplines in Henan Province, Zhengzhou University, Zhengzhou, 450001, China
    3. Institute of Water Resources and Environment, Zhengzhou University, High-tech District, No. 100 Science Road, Zhengzhou city, 450001, Henan Province, China
    2. State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resources and Hydropower Research, Beijing, 100038, China
  • 刊物类别:Earth and Environmental Science
  • 刊物主题:Earth sciences
    Hydrogeology
    Geotechnical Engineering
    Meteorology and Climatology
    Civil Engineering
    Environment
  • 出版者:Springer Netherlands
  • ISSN:1573-1650
文摘
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?%.

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