Title
Weighted Least Mean Square Design of 2-D FIR Digital Filters
Document Type
Article
Publication Date
1-1-1994
Abstract
This paper is concerned with weighted least mean square design of two-dimensional (2-D) zero-phase FIR filters with quadrantally symmetric and antisymmetric frequency responses. The optimal solutions are first characterized by certain integral equations, and the existence, and uniqueness of the weighted least mean square solution for 2-D FIR filter design are then established using contraction mapping, and fixed point theorem [13]. Explicit solution in closed form for discretized weighted least mean square error is obtained for 2-D zero-phase FIR filters, which can be considered as an extension of [15], [1], Further, two numerical algorithms are proposed to iteratively solve the weighted least mean square solution. Convergence of the iterative algorithms is established, and estimates of the convergence rate are also derived. Examples are used to illustrate the effectiveness of the proposed design algorithms. © 1994 IEEE
Publication Source (Journal or Book title)
IEEE Transactions on Signal Processing
First Page
3178
Last Page
3187
Recommended Citation
Gu, G., & Aravena, J. (1994). Weighted Least Mean Square Design of 2-D FIR Digital Filters. IEEE Transactions on Signal Processing, 42 (11), 3178-3187. https://doi.org/10.1109/78.330376