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基于并行神经网络的二维FIR数字滤波器设计 被引量:1

Design of 2-D FIR Digital Filters Using Parallel Neural Networks Algorithm
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摘要 通过对二维FIR线性相位滤波器的幅频响应特性的分析,提出了一种用并行神经网络算法来设计二维FIR线性相位数字滤波器的新方法,其主要思想是使幅频响应误差函数最小化.该方法避免了矩阵的求逆运算,而且因为采用了并行算法,能快速获得滤波器系数.给出了二维FIR圆对称线性相位低通数字滤波器优化设计实例.计算机仿真结果表明由该方法设计的二维数字滤波器,通带和阻带范围波动小,所需计算量非常少,稳定性强. A new approach for the design of two-dimensional (2-D) finite-impulse response (FIR) linearphase digital filters is presented based on a parallel neural networks algorithm (PNNA) by analyzing the characteristics of 2-D FIR linear-phase filters, its main idea is to minimize the amplitude-frequency response error function. The method avoids matrix inversion, and makes a very fast calculation of the filter's coefficients possible because of the utilization of parallel algorithm. Optimal design example of 2-D FIR circularly-symmetric linearphase lowpass filters are given, and the results show that the ripple in passband and stopband is much small, and the PNNA-based method is of strong stability and requires considerably little amount of computations.
出处 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2006年第6期72-75,共4页 Journal of Hunan University:Natural Sciences
基金 国家自然科学基金资助项目(50677014) 湖南省自然科学基金资助项目(06JJ2024) 高校博士点基金资助项目(20060532002) 湖南大学撷英计划资助项目(NCET-04-0767)
关键词 二维数字滤波器 线性相位 并行神经网络算法 优化设计 2-D digital filters linear-phase parallel neural network algorithm optimal design
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