Title :
Fast and stable least-squares approach for the design of linear phase FIR filters
Author :
Okuda, Masahiro ; Ikehara, Masaaki ; Takahashi, Shin-Ichi
Author_Institution :
Dept. of Electr. Eng., Keio Univ., Yokohama, Japan
fDate :
6/1/1998 12:00:00 AM
Abstract :
We present a new numerical algorithm for solving the normal equations associated with the least-squares design of linear phase FIR filters. The usual solution methods have a computational complexity of O(N3). Moreover, solving the normal equations with Gaussian elimination commonly yields numerical errors, especially when the filter is long. Here, we convert a least-squares method into the problem of constructing a system of orthonormal functions. The proposed design algorithm needs only O(N2) computations, and numerical errors can be reduced. Some examples are given to show the performance of the algorithm
Keywords :
FIR filters; circuit CAD; computational complexity; digital filters; least squares approximations; numerical stability; polynomials; Chebyshev polynomials; Gaussian elimination; MATLAB; computational complexity; design algorithm; fast least-squares; least-squares design; linear phase FIR filters design; normal equations; numerical algorithm; numerical errors reduction; orthonormal functions; performance; stable least-squares; Algorithm design and analysis; Computational complexity; Eigenvalues and eigenfunctions; Equations; Finite impulse response filter; Fourier series; Helium; Least squares approximation; Nonlinear filters; Signal processing algorithms;
Journal_Title :
Signal Processing, IEEE Transactions on