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Tide Forecasting of Tides Around Taiwan by Artificial Neural Network Method and Wavelet Analysis

Tide Forecasting of Tides Around Taiwan by Artificial Neural Network Method and Wavelet Analysis
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摘要 In maltiresolution analysis (MRA) by wavelet function Daubechies (db), we decompose the signal to two parts, the low and high frequency content. The high-frequency content of the data is removed first and a new "de-noise" signal is reconstructed by using inverse wavelet transform. The wavelet spectrum and harmonic analysis were used to analyze the characteristics of tidal data before constructing the input and output structure of ANN model. That is, the concept of tidal constituent phase-lags was introduced and the new "de-noise" signal was used as the input data set of ANN and the forecasting accuracy of ANN model is significantly improved. In maltiresolution analysis (MRA) by wavelet function Daubechies (db), we decompose the signal to two parts, the low and high frequency content. The high-frequency content of the data is removed first and a new "de-noise" signal is reconstructed by using inverse wavelet transform. The wavelet spectrum and harmonic analysis were used to analyze the characteristics of tidal data before constructing the input and output structure of ANN model. That is, the concept of tidal constituent phase-lags was introduced and the new "de-noise" signal was used as the input data set of ANN and the forecasting accuracy of ANN model is significantly improved.
作者 Bang-Fuh CHEN
出处 《China Ocean Engineering》 SCIE EI 2007年第4期659-675,共17页 中国海洋工程(英文版)
基金 This work was financially supported by the Science Council of Taiwan(Grant No.NSC90-2611-M-110-012)
关键词 artificial neural network wavelet analysis tide prediction artificial neural network wavelet analysis tide prediction
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参考文献10

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