THE GAMMA-FILTER - A NEW CLASS OF ADAPTIVE IIR FILTERS WITH RESTRICTED FEEDBACK

被引:73
作者
PRINCIPE, JC [1 ]
DEVRIES, B [1 ]
DEOLIVEIRA, PG [1 ]
机构
[1] UNIV AVEIRO,DEPT ELECTRON,INESC,AVEIRO,PORTUGAL
基金
美国国家科学基金会;
关键词
D O I
10.1109/78.193206
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper we introduce the generalized feedforward filter, a new class of adaptive filters that combines attractive properties of finite impulse response (FIR) filters with some of the power of infinite impulse response (IIR) filters. A particular case, the gamma filter, generalizes Widrow's adaptive transversal filter (adaline) to an infinite impulse response filter. Yet, the stability condition for the gamma filter is trivial, and least mean square (LMS) adaptation is of the same computational complexity as the conventional transversal filter structure. Preliminary results indicate that the gamma filter is more efficient than the adaptive transversal filter. We extend the Wiener-Hopf equation to the gamma filter and develop some analysis tools.
引用
收藏
页码:649 / 656
页数:8
相关论文
共 15 条
[1]  
Amin M. G., 1988, Fourth Annual ASSP Workshop on Spectrum Estimation and Modeling (Cat. No.88CH2633-6), P55, DOI 10.1109/SPECT.1988.206162
[2]  
DEVRIES B, 1991, NIPS 90 P
[3]  
DEVRIES B, 1991, SEP P IEEE WORKSH NE
[4]  
DEVRIES B, 1991, THESIS U FLORIDA
[5]  
Haykin S., 1991, ADAPTIVE FILTER THEO
[6]  
Makhoul J., 1981, IEEE T ACOUST SPEECH, VASSP-29
[7]   OPTIMUM LAGUERRE NETWORKS FOR A CLASS OF DISCRETE-TIME-SYSTEMS [J].
MASNADISHIRAZI, MA ;
AHMED, N .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (09) :2104-2108
[8]  
Oppenheim A. V., 1975, DIGITAL SIGNAL PROCE
[9]   A SYSTEM-IDENTIFICATION ALGORITHM USING ORTHOGONAL FUNCTIONS [J].
PEREZ, H ;
TSUJII, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (03) :752-755
[10]  
SHYNK J, 1989, IEEE ASSP MAG APR, P4