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基于小波网络和径向基网络的分类系统

Classification System Based on Wavelet Network & RBF Network
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摘要 文章在分析小波函数与径向基函数关系的基础上,构造了一个神经网络联合分类系统。该系统主要由分类层、决策层以及信息反馈与交换模块构成。分类层由小波网络和RBF网络构成,整个系统的联合决策规则采用SUM规则,信息反馈与交换模块的工作原理是基于小波函数与径向基函数的关系。我们对系统各部分做了分析,并对系统整体性能做了测试。 In this paper by analyzing the relationship between wavelet and RBF, we construct a classification system based on neural networks. This system consists of classification part, decision part and a module for feed-backing and changing information. The classification part consists of wavelet network and RBF network, the whole system's decision combination rule is SUM rule, and the working theory of the module is based on the relationship between wavelet and RBF. We analyze the three parts of the system and test the performance of the whole system.
出处 《微电子学与计算机》 CSCD 北大核心 2003年第11期42-45,共4页 Microelectronics & Computer
基金 国家自然科学基金资助项目(50277010) 高等院校博士学科点专项科研基金资助项目
关键词 人工神经网络 小波网络 径向基网络 分类系统 模式识别 人工智能 Wavelet Network, RBF Network, Decision Com -bination, Pattern Recognition
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  • 1[1]I. Daubechies, Orthogonal bases of compactly supported wavelets, Commu. Pure Appl.Math.1988, 41(7), 909-996.
  • 2[2]I. Daubechies, W. Sweldens, Factoring wavelet transforms into lifting steps, J. Fourier Anal.Appl., 1998, 4(3), 247-269.
  • 3[3]W. Sweldens, The lifting scheme: A construction of second generation wavelets, SIAM J.Math.Anal., 1997, 29(2), 511-546.
  • 4[4]W. Sweldens, The lifting scheme: A custom-design construction of biorthogonal wavelets, Appl.Comput. Harmon. Anal., 1996, 3(2), 186-260.
  • 5[5]L. Lounsbery, T. D. DeRose, J. Warren, Multiresolution surfaces of arbitrary topological type,ACM Trans. on Graphics, 1997, 16(1), 34-73.
  • 6[6]W. Lawton, Tight frames of compactly supported wavelets, J. Math. Phys., 1990, 31(8), 1898-1901.
  • 7[7]W. Lawton, Necessary and sufficient conditions for constructing orthonormal wavelet bases, J.Math. Phys., 1991, 32(1), 57-61.
  • 8[8]A. Cohen, I. Daubechies, Biorthogonal bases of compactly supported wavelets, Commu. Pure Appl. Math. 1992, 45, 485-560.
  • 9[9]T.Q. Nguyen, P. P. Vaidyanathan, Two-channel perfect-reconstruction FIR QMF structrucs which yield linear-phase analysis and synthesis filters, IEEE Trans. on ASSP, 1989, 37(5), 676-690.

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