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035 _a.b10290539
099 9 _aAIT Thesis no. CS-94-10
100 1 _aChen, Ming-an
245 1 0 _aForecasting of seasonal streamflows
260 _aBangkok :
_bAsian Institute of Technology,
_c1994
300 _a71 leaves
490 1 _aThesis ;
_vno. CS-94-10
500 _aA thesis submitted in partial fulfillment of the requirement for the degree of Master of Engineering, School of Engineering and Technology
502 _aThesis (M.Eng.) - Asian Institute of Technology, 1994
520 _aIn this study, the time series of monthly flows of the Mekong River and ten-day flows of the Tachia River were used to build forecasting models by using multiple regression analysis, Box Jenkins method and back propagation method. All of the forecasting methods with lead time = 1 and 2 were implemented in this study. It was found that back propagation method can obtain the best results during calibration period and Box-Jenkins models can get better results than multiple regression method in most of the cases. For forecasting seasonal flows by back propagation method, using one hidden layer network is enough to get quite satisfactory results. The forecasting accuracy for lead time= 2 (time units) is a little worse than that for lead time= 1 as expected.
650 0 _aRegression analysis
650 0 _aHydraulics
_xData processing
700 1 _aHuynh, Ngoc Phien,
_eChairperson
700 1 _aDo, Ba Khang,
_eExamination Committee
700 1 _aGonzales, Jr. , R. L.,
_eExamination Committee
710 2 _aR.O.C. Government,
_eExamination Committee
810 2 _aAsian Institute of Technology.
_tThesis ;
_vno. CS-94-10
856 _3Full-Text
_uhttp://203.159.5.9/ait-thesis/detail.php?q=B15645
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