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Erschienen in: Water Resources Management 14/2015

01.11.2015

Coupling Forecast Methods of Multiple Rainfall–Runoff Models for Improving the Precision of Hydrological Forecasting

verfasst von: Jiang Wu, Jianzhong Zhou, Lu Chen, Lei Ye

Erschienen in: Water Resources Management | Ausgabe 14/2015

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Abstract

With much more higher requirement for the precision of flood forecasting and length of forecast period in the hydrological operational predication, three coupling forecast methods which include real-time correction—combination forecast (RC-CF) method, combination forecast—real-time correction (CF-RC) method, and Integral Parameters Optimization (IPO) method are proposed in this paper for the purpose of improving the precision of flood forecasting. These coupling forecast methods are based on the real-time correction and combination forecast methods. Thereafter, two methods (method A & method B) are proposed for the purpose of prolonging the forecast period. Furthermore, indices of accuracy assessment which consist of mean absolute error, mean relative error, certainty coefficient and root-mean-square error are utilized to evaluate the forecast results of coupling forecast methods. Moreover, with a case study of Xiangjiaba station in the Jinsha River, advantages and disadvantages of these coupling forecast methods are obtained through the comparison of forecast results calculated by these methods, and they provide the basis for selection of coupling forecast methods. The result shows that the IPO method performs better than other two methods which behave undifferentiated. It is found that the IPO method combined with method B can be a viable alternative for flood forecasting of multiple hydrological models.

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Literatur
Zurück zum Zitat Bauwens W, Vandewiele GL (1989) The real time runoff forecast models for the River Dijle. Water Resour Manag 3:1–9CrossRef Bauwens W, Vandewiele GL (1989) The real time runoff forecast models for the River Dijle. Water Resour Manag 3:1–9CrossRef
Zurück zum Zitat Bowler NE, Arribas A, Mylne KR, Robertson KB, Beare SE (2008) The MOGREPS short-range ensemble prediction system. Q J R Meteorol Soc 134:703–722CrossRef Bowler NE, Arribas A, Mylne KR, Robertson KB, Beare SE (2008) The MOGREPS short-range ensemble prediction system. Q J R Meteorol Soc 134:703–722CrossRef
Zurück zum Zitat Cattivelli FS, Lopes CG, Sayed AH (2008) Diffusion recursive least-squares for distributed estimation over adaptive networks. IEEE Trans Signal Process 56:1865–1877CrossRef Cattivelli FS, Lopes CG, Sayed AH (2008) Diffusion recursive least-squares for distributed estimation over adaptive networks. IEEE Trans Signal Process 56:1865–1877CrossRef
Zurück zum Zitat Descroix L, Nouvelot JF, Vauclin M (2002) Evaluation of an antecedent precipitation index to model runoff yield in the western Sierra Madre (North-west Mexico). J Hydrol 263:114–130CrossRef Descroix L, Nouvelot JF, Vauclin M (2002) Evaluation of an antecedent precipitation index to model runoff yield in the western Sierra Madre (North-west Mexico). J Hydrol 263:114–130CrossRef
Zurück zum Zitat Elliott G, Timmermann A (2004) Optimal forecast combinations under general loss functions and forecast error distributions. J Econ 122:47–79CrossRef Elliott G, Timmermann A (2004) Optimal forecast combinations under general loss functions and forecast error distributions. J Econ 122:47–79CrossRef
Zurück zum Zitat Eum H-I, Simonovic S (2010) Integrated reservoir management system for adaptation to climate change: the Nakdong river basin in Korea. Water Resour Manag 24:3397–3417CrossRef Eum H-I, Simonovic S (2010) Integrated reservoir management system for adaptation to climate change: the Nakdong river basin in Korea. Water Resour Manag 24:3397–3417CrossRef
Zurück zum Zitat Fedora MA, Beschta RL (1989) Storm runoff simulation using an antecedent precipitation index (API) model. J Hydrol 112:121–133CrossRef Fedora MA, Beschta RL (1989) Storm runoff simulation using an antecedent precipitation index (API) model. J Hydrol 112:121–133CrossRef
Zurück zum Zitat Guang-Te W, Singh VP (1994) An autocorrelation function method for estimation of parameters of autoregressive models. Water Resour Manag 8:33–55CrossRef Guang-Te W, Singh VP (1994) An autocorrelation function method for estimation of parameters of autoregressive models. Water Resour Manag 8:33–55CrossRef
Zurück zum Zitat Heggen R (2001) Normalized antecedent precipitation index. J Hydrol Eng 6:377–381CrossRef Heggen R (2001) Normalized antecedent precipitation index. J Hydrol Eng 6:377–381CrossRef
Zurück zum Zitat Hersbach H (2000) Decomposition of the continuous ranked probability score for ensemble prediction. Syst Weather Forecast 15:559–570CrossRef Hersbach H (2000) Decomposition of the continuous ranked probability score for ensemble prediction. Syst Weather Forecast 15:559–570CrossRef
Zurück zum Zitat Hsu M-H, Fu J-C, Liu W-C (2003) Flood routing with real-time stage correction method for flash flood forecasting in the Tanshui River, Taiwan. J Hydrol 283:267–280CrossRef Hsu M-H, Fu J-C, Liu W-C (2003) Flood routing with real-time stage correction method for flash flood forecasting in the Tanshui River, Taiwan. J Hydrol 283:267–280CrossRef
Zurück zum Zitat Huan G, Zhu C (2009) Daily flow estimation at ungauged regions based on regional flow duration curves. In: Advances in water resources and hydraulic engineering. Springer, Berlin, pp 50–54CrossRef Huan G, Zhu C (2009) Daily flow estimation at ungauged regions based on regional flow duration curves. In: Advances in water resources and hydraulic engineering. Springer, Berlin, pp 50–54CrossRef
Zurück zum Zitat Hyndman RJ, Koehler AB (2006) Another look at measures of forecast accuracy. Int J Forecast 22:679–688CrossRef Hyndman RJ, Koehler AB (2006) Another look at measures of forecast accuracy. Int J Forecast 22:679–688CrossRef
Zurück zum Zitat Ioffe A (1993) A Lagrange multiplier rule with small convex-valued subdifferentials for nonsmooth problems of mathematical programming involving equality and nonfunctional constraints. Math Program 58:137–145CrossRef Ioffe A (1993) A Lagrange multiplier rule with small convex-valued subdifferentials for nonsmooth problems of mathematical programming involving equality and nonfunctional constraints. Math Program 58:137–145CrossRef
Zurück zum Zitat Jiang S, Ren L, Hong Y, Yang X, Ma M, Zhang Y, Yuan F (2014) Improvement of multi-satellite real-time precipitation products for ensemble streamflow simulation in a middle latitude basin in South China. Water Resour Manag 28:2259–2278CrossRef Jiang S, Ren L, Hong Y, Yang X, Ma M, Zhang Y, Yuan F (2014) Improvement of multi-satellite real-time precipitation products for ensemble streamflow simulation in a middle latitude basin in South China. Water Resour Manag 28:2259–2278CrossRef
Zurück zum Zitat Kapetanios G, Shin Y, Snell A (2003) Testing for a unit root in the nonlinear STAR framework. J Econ 112:359–379CrossRef Kapetanios G, Shin Y, Snell A (2003) Testing for a unit root in the nonlinear STAR framework. J Econ 112:359–379CrossRef
Zurück zum Zitat Krstanovic PF, Singh VP (1993) A real-time flood forecasting model based on maximum-entropy spectral analysis: II. Application. Water Resour Manag 7:131–151CrossRef Krstanovic PF, Singh VP (1993) A real-time flood forecasting model based on maximum-entropy spectral analysis: II. Application. Water Resour Manag 7:131–151CrossRef
Zurück zum Zitat Lee YH, Singh VP (2005) Tank model for sediment yield. Water Resour Manag 19:349–362CrossRef Lee YH, Singh VP (2005) Tank model for sediment yield. Water Resour Manag 19:349–362CrossRef
Zurück zum Zitat Li Q, Gowing J (2005) A daily water balance modelling approach for simulating performance of tank-based irrigation systems. Water Resour Manag 19:211–231CrossRef Li Q, Gowing J (2005) A daily water balance modelling approach for simulating performance of tank-based irrigation systems. Water Resour Manag 19:211–231CrossRef
Zurück zum Zitat Lu G, Wu Z, Wen L, Lin C, Zhang J, Yang Y (2008) Real-time flood forecast and flood alert map over the Huaihe River Basin in China using a coupled hydro-meteorological modeling system. Sci China Ser E Technol Sci 51:1049–1063CrossRef Lu G, Wu Z, Wen L, Lin C, Zhang J, Yang Y (2008) Real-time flood forecast and flood alert map over the Huaihe River Basin in China using a coupled hydro-meteorological modeling system. Sci China Ser E Technol Sci 51:1049–1063CrossRef
Zurück zum Zitat Ouyang S, Zhou J, Li C, Liao X, Wang H (2014) Optimal design for flood limit water level of cascade reservoirs. Water Resour Manag :1–13 Ouyang S, Zhou J, Li C, Liao X, Wang H (2014) Optimal design for flood limit water level of cascade reservoirs. Water Resour Manag :1–13
Zurück zum Zitat Peng Y, Ji C, Gu R (2014) A multi-objective optimization model for coordinated regulation of flow and sediment in cascade reservoirs. Water Resour Manag 28:4019–4033CrossRef Peng Y, Ji C, Gu R (2014) A multi-objective optimization model for coordinated regulation of flow and sediment in cascade reservoirs. Water Resour Manag 28:4019–4033CrossRef
Zurück zum Zitat Piotrowski AP, Napiorkowski JJ (2012) Product-units neural networks for catchment runoff forecasting. Adv Water Resour 49:97–113CrossRef Piotrowski AP, Napiorkowski JJ (2012) Product-units neural networks for catchment runoff forecasting. Adv Water Resour 49:97–113CrossRef
Zurück zum Zitat Plett GL (2004) Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs: part 1. Background. J Power Sources 134:252–261CrossRef Plett GL (2004) Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs: part 1. Background. J Power Sources 134:252–261CrossRef
Zurück zum Zitat Rapach DE, Strauss JK, Zhou G (2009) Out-of-sample equity premium prediction: combination forecasts and links to the real economy review of financial studies Rapach DE, Strauss JK, Zhou G (2009) Out-of-sample equity premium prediction: combination forecasts and links to the real economy review of financial studies
Zurück zum Zitat Ren-Jun Z (1992) The Xinanjiang model applied in China. J Hydrol 135:371–381CrossRef Ren-Jun Z (1992) The Xinanjiang model applied in China. J Hydrol 135:371–381CrossRef
Zurück zum Zitat Seo D-J, Breidenbach JP (2002) Real-time correction of spatially nonuniform bias in radar rainfall data using rain gauge measurements. J Hydrometeorol 3:93–111CrossRef Seo D-J, Breidenbach JP (2002) Real-time correction of spatially nonuniform bias in radar rainfall data using rain gauge measurements. J Hydrometeorol 3:93–111CrossRef
Zurück zum Zitat Shaheen HI, Rashed GI, Cheng SJ (2009) Application of differential evolution algorithm for optimal location and parameters setting of UPFC considering power system security. Eur Trans Electr Power 19:911–932CrossRef Shaheen HI, Rashed GI, Cheng SJ (2009) Application of differential evolution algorithm for optimal location and parameters setting of UPFC considering power system security. Eur Trans Electr Power 19:911–932CrossRef
Zurück zum Zitat Shamseldin AY, O’Connor KM, Liang GC (1997) Methods for combining the outputs of different rainfall–runoff models. J Hydrol 197:203–229CrossRef Shamseldin AY, O’Connor KM, Liang GC (1997) Methods for combining the outputs of different rainfall–runoff models. J Hydrol 197:203–229CrossRef
Zurück zum Zitat Storn R, Price K (1995) Differential evolution—a simple and efficient adaptive scheme for global optimization over continuous spaces. International Computer Science Institute, Berkeley Storn R, Price K (1995) Differential evolution—a simple and efficient adaptive scheme for global optimization over continuous spaces. International Computer Science Institute, Berkeley
Zurück zum Zitat Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11:341–359CrossRef Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11:341–359CrossRef
Zurück zum Zitat Symonds ME, Moussalli A (2011) A brief guide to model selection, multimodel inference and model averaging in behavioural ecology using Akaike’s information criterion. Behav Ecol Sociobiol 65:13–21CrossRef Symonds ME, Moussalli A (2011) A brief guide to model selection, multimodel inference and model averaging in behavioural ecology using Akaike’s information criterion. Behav Ecol Sociobiol 65:13–21CrossRef
Zurück zum Zitat Terregrossa SJ (2005) On the efficacy of constraints on the linear combination forecast model. Appl Econ Lett 12:19–28CrossRef Terregrossa SJ (2005) On the efficacy of constraints on the linear combination forecast model. Appl Econ Lett 12:19–28CrossRef
Zurück zum Zitat Tian Y, Xu Y-P, Zhang X-J (2013) Assessment of climate change impacts on river high flows through comparative use of GR4J, HBV and Xinanjiang models. Water Resour Manag 27:2871–2888CrossRef Tian Y, Xu Y-P, Zhang X-J (2013) Assessment of climate change impacts on river high flows through comparative use of GR4J, HBV and Xinanjiang models. Water Resour Manag 27:2871–2888CrossRef
Zurück zum Zitat Tian Y, Booij M, Xu Y-P (2014) Uncertainty in high and low flows due to model structure and parameter errors. Stoch Env Res Risk A 28:319–332CrossRef Tian Y, Booij M, Xu Y-P (2014) Uncertainty in high and low flows due to model structure and parameter errors. Stoch Env Res Risk A 28:319–332CrossRef
Zurück zum Zitat Tingsanchali T, Gautam MR (2000) Application of tank, NAM, ARMA and neural network models to flood forecasting. Hydrol Process 14:2473–2487CrossRef Tingsanchali T, Gautam MR (2000) Application of tank, NAM, ARMA and neural network models to flood forecasting. Hydrol Process 14:2473–2487CrossRef
Zurück zum Zitat Vasan A, Raju K (2007) Application of differential evolution for irrigation planning: an indian case study. Water Resour Manag 21:1393–1407CrossRef Vasan A, Raju K (2007) Application of differential evolution for irrigation planning: an indian case study. Water Resour Manag 21:1393–1407CrossRef
Zurück zum Zitat Wang W, Hu S, Li Y (2011) Wavelet transform method for synthetic generation of daily streamflow. Water Resour Manag 25:41–57CrossRef Wang W, Hu S, Li Y (2011) Wavelet transform method for synthetic generation of daily streamflow. Water Resour Manag 25:41–57CrossRef
Zurück zum Zitat Wang X, Zhou J, Ouyang S, Li C (2014) Research on joint impoundment dispatching model for cascade reservoir. Water Resour Manag Wang X, Zhou J, Ouyang S, Li C (2014) Research on joint impoundment dispatching model for cascade reservoir. Water Resour Manag
Zurück zum Zitat Winkler RL, Makridakis S (1983) The combination of forecasts. J R Stat Soc Ser A (Gen) 146:150–157CrossRef Winkler RL, Makridakis S (1983) The combination of forecasts. J R Stat Soc Ser A (Gen) 146:150–157CrossRef
Zurück zum Zitat Xiong L, Shamseldin AY, O’Connor KM (2001) A non-linear combination of the forecasts of rainfall-runoff models by the first-order Takagi–Sugeno fuzzy system. J Hydrol 245:196–217CrossRef Xiong L, Shamseldin AY, O’Connor KM (2001) A non-linear combination of the forecasts of rainfall-runoff models by the first-order Takagi–Sugeno fuzzy system. J Hydrol 245:196–217CrossRef
Zurück zum Zitat Zhang Q, Wang B-D, He B, Peng Y, Ren M-L (2011) Singular spectrum analysis and ARIMA hybrid model for annual runoff forecasting. Water Resour Manag 25:2683–2703CrossRef Zhang Q, Wang B-D, He B, Peng Y, Ren M-L (2011) Singular spectrum analysis and ARIMA hybrid model for annual runoff forecasting. Water Resour Manag 25:2683–2703CrossRef
Zurück zum Zitat Zhao X-h, Chen X (2015) Auto regressive and ensemble empirical mode decomposition hybrid model for annual runoff forecasting. Water Resour Manag :1–14 Zhao X-h, Chen X (2015) Auto regressive and ensemble empirical mode decomposition hybrid model for annual runoff forecasting. Water Resour Manag :1–14
Metadaten
Titel
Coupling Forecast Methods of Multiple Rainfall–Runoff Models for Improving the Precision of Hydrological Forecasting
verfasst von
Jiang Wu
Jianzhong Zhou
Lu Chen
Lei Ye
Publikationsdatum
01.11.2015
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 14/2015
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1106-8

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