Initialization algorithm of wavelet networks and applications

Yan Fang, Qingzhen Zhao
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Abstract

In this paper, the dilation and translation transforms of the mother wavelet are taken as the values at different points, and combining with the discreet wavelet transform theory and the mean idea, the mean model and related algorithms for one-dimensional (1-D) and a kind of multidimensional wavelet networks are proposed. And simulation instance analyses proved that the algorithm is effective, general and easy to be realized by programs. Performance comparisons of four different initialization algorithms are also proposed, and the comparison shows that the algorithm proposed in this paper is more effective and general than other algorithms.
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小波网络的初始化算法及应用
本文将母小波的展开变换和平移变换作为不同点的值,结合离散小波变换理论和均值思想,提出了一维(1-D)和一种多维小波网络的均值模型及相关算法。仿真实例分析证明了该算法的有效性、通用性和易于程序实现。并对四种不同的初始化算法进行了性能比较,结果表明本文提出的算法比其他算法更加有效和通用。
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