Self-tuning predictors with application to river flow prediction

作者: SADIQ ABOU-LOUKH , A. K. SINHA

DOI: 10.1080/00207728608926834

关键词: Prediction algorithmsStatisticsAdaptive methodFlow (mathematics)MathematicsStochastic approximationSelf-tuningStreamflow

摘要: The paper presents developments of recursive self-adaptive prediction algorithms, called ‘self-tuning predictors’, using some common estimation techniques, and their application to flow discharge the river Tigris at Baghdad, Iraq. Four kinds predictors, viz least-square predictor, minimum-variance a predictor stochastic approximation, two-stage have been developed. Using available data for River Tigris, results obtained average daily discharge, monthly yearly discharge. In each type number models tried. various are presented in graphical tabular forms comparison.

参考文章(9)
A. K. SJNHA, M. P. SINGH, A stochastic system model of an educational institute International Journal of Systems Science. ,vol. 4, pp. 501- 509 ,(1973) , 10.1080/00207727308920031
G. Saridis, Stochastic approximation methods for identification and control--A survey IEEE Transactions on Automatic Control. ,vol. 19, pp. 798- 809 ,(1974) , 10.1109/TAC.1974.1100716
A. K. SINHA, J. P. SHARMA, An on-line technique for weather forecast International Journal of Systems Science. ,vol. 6, pp. 681- 688 ,(1975) , 10.1080/00207727508941850
R. M. PRASAD, A. K. SINHA, A. K. MAMALANABIS, Two-stage bootstrap algorithms for parameter estimation International Journal of Systems Science. ,vol. 8, pp. 1365- 1374 ,(1977) , 10.1080/00207727708942127
R. Rao, R. Kashyap, Stochastic modeling of river flows IEEE Transactions on Automatic Control. ,vol. 19, pp. 874- 881 ,(1974) , 10.1109/TAC.1974.1100723
Daniel Graupe, F. Csaki, Identification of systems ,(1972)
Andrew P. Sage, James L. Melsa, W. J. Steinway, Estimation theory with applications to communications and control ,(1979)
George Edward Pelham Box, Gwilym M. Jenkins, Time series analysis, forecasting and control ,(1970)
B. Wittenmark, A self-tuning predictor IEEE Transactions on Automatic Control. ,vol. 19, pp. 848- 851 ,(1974) , 10.1109/TAC.1974.1100734