A hybrid model based on set pair analysis and NNB for annual runoff prediction

IAHS-AISH Publication

Volumn 335, Issue , 2009, Pages 80-86

  Jin, Juliang ^a,b   Wang, Wensheng ^c   Wu, Chengguo ^d   Zhou, Yuliang ^b  

^a NATIONAL CLIMATE CENTER   (China)

^b HEFEI UNIVERSITY OF TECHNOLOGY   (China)

^c SICHUAN UNIVERSITY   (China)

^d XI'AN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Annual runoff; Nearest neighbour bootstrap method; Set pair analysis; Similarity prediction; SPA NNB hybrid model

Indexed keywords

ANNUAL RUNOFF; HYBRID MODEL; NEAREST NEIGHBOUR; SET PAIR ANALYSIS; SIMILARITY PREDICTION;

FORECASTING; FUNCTIONS; LANDFORMS; RUNOFF; TIME SERIES; UNCERTAINTY ANALYSIS; WATERSHEDS;

WATER RESOURCES;

ANNUAL VARIATION; AUTOCORRELATION; BASIN MANAGEMENT; BOOTSTRAPPING; RUNOFF; SUSTAINABLE DEVELOPMENT; TIME SERIES; WATER RESOURCE;

EID: 78751657093     PISSN: 01447815     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. Chen, S. Y. (2005) Theories and Methods of Variable Fuzzy Sets in Water Resources and Flood Control System. Dalian University Press, Dalian, China.
2. Coulibaly P., Anctil F., Rasmussen P. et al. (2000) A recurrent neural networks approach using indices of low-frequency climatic variability to forecast regional annual runoff. Hydrol. Processes 14,2755-2777.
3. Jin, J. L., Fu, Q., Wei, Y. M. et al. (2002a) Shepard interpolation model for predicting annual runoff. J. Yangtze River Scientific Research Institute 19(1), 52-55.
4. Jin, J. L., Wei, Y. M. & Ding, J. (2002b) Application of projection pursuit threshold regressive model for predicting annual runoff. Scientia Geographica Sinica 22(2), 171-175.
5. Jin, J. L., Wei, Y. M. & Ding, J. (2002c) Nearest neighbour bootstrap model for predicting daily flow process. Acta Simulata Systematica Sinica 14(11), 1494-1496.
6. Li, H. L. (1999).Hydrology Forecasting. China Water Power Press, Beijing, China.
7. Loucks, D. P. (2000) Sustainable water resources management. Water Int. 25(1), 3-10.
8. Mazvimavi, D., Meijerink, A. M. J., Savenije, H. H. G. et al. (2005) Prediction of flow characteristics using multiple regression and neural networks: a case study in Zimbabwe. Physics Chemistry of the Earth 30(11/16), 639-647.
9. Morassutti M. P. (2008) Australian runoff scenarios from a runoff-climate model. Int. J. Climatol. 12(8), 797-813.
10. Peel, M. C, McMahon, T. A., Finlayson, B. L. et al. (2002) Implications of the relationship between catchment vegetation type and the variability of annual runoff. Hydrol. Processes 16,2995-3002.
11. Sen, Z & Altunkaynak, A. (2006) A comparative fuzzy logic approach to runoff coefficient and runoff estimation. Hydrol. Processes 20, 1993-2009.
12. Wang, H. F., Huang, W. J., Wang, W. S. et al. (2006) Cuntan station of the Yangtze River annual runoff forecasting with set pair analysis method. J. Heilongjiang Hydraulic Engineering College 33(4), 3-5.
13. Wang, W. S., Jin, J. L., Li, Y. Q. et al. (2007) Stochastic Simulation Technology for Hydrology and Water Resource. Sichuan University Press, Chengdu, China.
14. Wang, W. S., Xiang, H. L. & Ding, J. (2001) Predication of hydrology and water resources with nearest neighbour bootstrapping regressive model. Int. J. Hydroelectric Energy 19(2), 8-10,14.
15. Yan, H. S., Xie, Y. Q. & Cao, J. (1998) Nonlinear Statistical Forecasting Methods and Applications. Yunnan Science and Technology Press, Kunming, China.
16. Zhang, J. S., Liu, L. Y., Cheng, Z. S. et al. (2006) Statistical Hydrology. Yellow River Water Conservancy Press, Zhengzhou, China.
17. Zhao, K. Q. (2000) Set Pair Analysis and Its Elementary Application. Zhejiang Science and Technology Press, Hangzhou, China.