二维线性相位FIR数字滤波器的优化设计
Optimum Design of 2-D Linear-Phase FIR Digital Filters
-
摘要: 该文提出了一种用神经网络算法来设计二维线性相位数字滤波器的新方法。通过分析二维FIR线性相位滤波器的幅频响应特性，建立了神经网络算法。根据给定的幅频响应指标，按该算法可获得滤波器系数。为保证该算法的稳定性，提出并证明了该算法的收敛定理。文中给出了圆对称和矩形对称二维低通线性相位FIR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，因而是一种优异的设计方法。Abstract: This paper provides a new design approach based on a Neural Networks Algorithm(NNA). According to the amplitude-frequency response characteristics of 2-D FIR linear-phase filters ,the NNA is established .Using the NNA,the designed filter coefficients can be obtained from the specified amplitude-frequency responses.To ensure stability of the NNA, the convergence theorem of the NNA is presented and proved. Two examples including circularly-symmetric and quadrately-symmetric 2-D lowpass linear-phase FIR filtsrs are also given to illustrate the effectiveness of the NNA-based design approach,and the results show that the ripple is considerably small in passband and in stopband,and the NNA-based method is of strong stability and requires significantly little amount of computations.Therefore,the optimal design approach is effective and excellent in the design field of 2-D linear phase FIR digital filters.
-
Huang T S. Two-dimensional windows[J]. IEEE Trans.on Audio Electroacoust, 1972, 20(3): 80-90.[2]Speake T C, Mersereau R M. Anote on the use of windows for 2-D filter design[J].IEEE Trans. on ASSP.1981, 29(2):125-127[3]Merserau R M, et al.. McClellan transformations for 2-D digital filtering[J]. IEEE Trans.on Circuits Syst. I, 1976, 3(7): 405-413.[4]Nguyen D T, Swamy M N S. Formulas for parameters scaling in the McClellan transform[J].IEEE Trans.on Circuits Syst.1986, 33 (1):108-109[5]Algazi V R, et al.. Design of almost minimax FIR filters in one and two dimensions by WLS techniques[J].IEEE Trans.on Circuits Syst.1986, 33 (6):590-596[6]Hsieh C H, Kuo C M, Jou Y D, et al.. Design of two- dimensional FIR digital filters by a two- dimensional WLS technique[J].IEEE Trans.on Circuits Syst. II.1997, 44 (5):348-412[7]Charalambous C. The performance of an algorithm on minimax design of two- dimensional linear phase FIR filters[J].IEEE Trans. on Circuits Syst.1985, 32(10):1016-1028[8]Lang M, Selesnick I W, Burrus C S. Constrained least squares design of 2-D FIR filters[J].IEEE Trans. on Signal Processing.1996, 44 (5):1234-1241[9]Tseng Chien-Cheng. Design of 1-D and 2-D variable fractional delay allpass filters using weighted least-square method[J].IEEE Trans. on Circuits Syst. I.2002, 49 (10):1413-1422[10]Zhu W P, Ahmad M O, Swamy M N S. A closed form solution to the least square design problem of 2-D linear phase FIR filters[J].[11]IEEE Trans. on Circuits Syst. II, 1997,12 (44): 1032-1039.[12]Lu W S. Aunified approach for the design of 2- D digital filtersvia semidefinite programming[J].IEEE Trans.on Circuits Syst. I.2002, 49 (6):814-825[13]Charalambous C. The performance of an algorithm on minimax design of two- dimensional linear phase FIR filters[J].IEEE Trans. on Circuits Syst.1985, 32 (10):1016-1028 -
计量
- 文章访问数: 2496
- HTML全文浏览量: 103
- PDF下载量: 810
- 被引次数: 0
下载:
