Design of Linear-Phase FIR Filters with Time and Frequency Domains Constraints by Means of AI Based Method

被引:1
作者
Henzel, Norbert [1 ]
Leski, Jacek M. [1 ]
机构
[1] Silesian Tech Univ, Inst Elect, PL-44100 Gliwice, Poland
来源
MAN-MACHINE INTERACTIONS 3 | 2014年 / 242卷
关键词
digital filter design; FIR filters; epsilon-insensitive loss function;
D O I
10.1007/978-3-319-02309-0_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider a constrained finite-impulse response (FIR) filter design with time-and frequency-domain piece-wise linear constraints. This type of constrained FIR filter design usually employs the least-squares error criterion and can be generally reformulated as quadratic programming (QP) problem. This paper presents a new algorithm for the design of constrained low-pass FIR filters describing the design problem in terms of the epsilon-insensitive learning derived from AI methods. This approach is based on a dedicated new method for solution of an over-determined system of linear equations. This method tolerates very well the increase of the number of filter coefficients and/or the number of constraints. The proposed method is also characterized by rapid convergence and is suitable for high order filter design.
引用
收藏
页码:239 / 246
页数:8
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