Chapter
Apr 26, 2012
Frequency Analysis by Bootstrap, SIR Algorithm, and Parametric Method
Authors: M. W. Lee, H. S. Kim [email protected], C. S. Yi, S. A. Choi, and M. P. ShimAuthor Affiliations
Publication: World Environmental and Water Resources Congress 2007: Restoring Our Natural Habitat
Abstract
The frequency analysis is one of the most useful statistical methods in water resources engineering fields. However, there are some problems such as the need of many samples, the change of estimated values according to the parameter estimation method, and the change of distribution type according to the number of measured events. So, in this study we used the Bootstrap method and SIR(Sampling Important Resampling) algorithm which are non-parametric methodologies as the alternatives of the parametric method for the estimation of rainfall and flood frequencies. Before applying Bootstrap method and SIR algorithm, data collection is an essential step. We estimated the rainfall frequency using the parametric, Bootstrap method, and SIR algorithm. Therefore the alternative methodologies may be very useful for the determination of the design values of hydrologic observations by the comparison with the design values by the parametric method. We also expect that the alternatives could compensate for the problems of parametric method.
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© 2007 American Society of Civil Engineers.
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Published online: Apr 26, 2012
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M. W. Lee
Engineer, Dept. of Water Resources Engineering, Dongbu Engrg. Co., Seoul 135-090, Korea
Dept. of Civ. and Envir. Engrg., Inha Univ., #253, Yonghyun-Dong, Nam-Gu, Incheon, 402-751, Korea,. E-mail: [email protected]
C. S. Yi
Ph. D. Candidate, Dept. of Civ. and Envir. Engrg., Inha Univ., Incheon 402-751, Korea
S. A. Choi
Ph. D. Candidate, Dept. of Civ. and Envir. Engrg., Inha Univ., Incheon 402-751, Korea
M. P. Shim
Prof., Dept. of Civ. and Envir. Engrg., Inha Univ., Incheon 402-751, Korea
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