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水文序列小波分析中小波函数选择方法
  • 期刊名称:水利学报, 2008, 39(3): 296-300, 306.(EI)
  • 时间:0
  • 分类:P333[天文地球—水文科学;水利工程—水文学及水资源;天文地球—地球物理学] TV121[水利工程—水文学及水资源]
  • 作者机构:[1]南京大学水科学系,江苏南京210093
  • 相关基金:基金项目:国家自然科学基金资助项目(40725010;40730635).
  • 相关项目:长江三角洲地区城市化对河流系统与水文过程的影响研究
中文摘要:

将信号离散小波变换中常用的7个小波系共54个小波函数作为选择范围,应用蒙特卡罗方法,通过黄河利津站和浙江白溪流域的实测水文序列,探讨小波分析中影响小波函数选择的因素,进而建立合理选择小波函数的依据和方法。该方法应用每个小波函数对水文序列进行小波分解,并重构得到低频重构序列和高频重构序列两部分及相应的特征值,依据相应的小波函数选择判别标准分析特征值,从而得到合理的小波函数。研究结果表明,序列自身的变化特性是小波函数选择的重要影响因素;整体上序列变化特性越复杂时,适用的小波函数类型就越少。对两个流域资料分析结果验证了本文的小波函数选择方法的合理性。

英文摘要:

The Monte-Carlo method is applied to simulate the hydrologic series obtained from the Lijin Station, Yellow River Basin and a station in Beixi River Basin, Zhejiang Province, to investigate the factors affecting the selection of wavelet function for hydrologic series wavelet analysis and establish the method for reasonable selecting the wavelet function. The wavelet functions to be considered include common used 54 functions of 7 wavelet series. Each wavelet is applied to the series with different hydrological characteristic to decompose and derive the low frequency series and high frequency series through reconstruction. The statistical evaluation values of every reconstructed series are calculated These values are analyzed based on certain criteria to obtain the suitable wavelets. The study result shows that the variation characteristic of series is the key factor affecting the selection of wavelet, the more complicated the series is, the less number of suitable wavelet will be. The validity of the proposed method for wavelet selection is verified by the analysis result of the hydrologic data in these two river basins.

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