Overcoming time-varying co-channel interference using type-2 fuzzy adaptive filters

被引:49
作者
Liang, QL [1 ]
Mendel, JM [1 ]
机构
[1] Univ So Calif, Dept Elect Engn Syst, Inst Signal & Image Proc, Los Angeles, CA 90089 USA
关键词
co-channel interference; equalizers; time-varying channels; type-2 fuzzy adaptive filters; type-2 fuzzy logic systems;
D O I
10.1109/82.899635
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
This paper presents a method for overcoming time-varying co-channel interference (CCI) using type-2 fuzzy adaptive filters (FAF). The type-2 FAF is realized using an unnormalized type-2 Takagi-Sugeno-Kang fuzzy logic system, A clustering method is used to adaptively design the parameters of the FAF We use transversal equalizer and decision feedback equalizer structures to eliminate the CCI, Simulation results show that the equalizers based on type-2 FAFs perform better than the nearest neighbor classifiers or the equalizers based on type-1 FAFs when the number of co-channels is much large than 1.
引用
收藏
页码:1419 / 1428
页数:10
相关论文
共 25 条
[1]  
[Anonymous], 1988, Spread spectrum signal design : LPE AJ systems
[2]   THE CYCLOSTATIONARY NATURE OF CROSSTALK INTERFERENCE FROM DIGITAL SIGNALS IN MULTIPAIR CABLE .1. FUNDAMENTALS [J].
CAMPBELL, JC ;
GIBBS, AJ ;
SMITH, BM .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (05) :629-637
[3]   Bayesian decision feedback equaliser for overcoming co-channel interference [J].
Chen, S ;
McLaughlin, S ;
Mulgrew, B ;
Grant, PM .
IEE PROCEEDINGS-COMMUNICATIONS, 1996, 143 (04) :219-225
[4]   ADAPTIVE BAYESIAN EQUALIZER WITH DECISION-FEEDBACK [J].
CHEN, S ;
MULGREW, B ;
MCLAUGHLIN, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (09) :2918-2927
[5]   A CLUSTERING TECHNIQUE FOR DIGITAL-COMMUNICATIONS CHANNEL EQUALIZATION USING RADIAL BASIS FUNCTION NETWORKS [J].
CHEN, S ;
MULGREW, B ;
GRANT, PM .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1993, 4 (04) :570-579
[6]   OVERCOMING COCHANNNEL INTERFERENCE USING AN ADAPTIVE RADIAL BASIS FUNCTION EQUALIZER [J].
CHEN, S ;
MULGREW, B .
SIGNAL PROCESSING, 1992, 28 (01) :91-107
[7]  
Cowan CFN, 1998, INT J ADAPT CONTROL, V12, P195, DOI 10.1002/(SICI)1099-1115(199803)12:2<195::AID-ACS487>3.0.CO
[8]  
2-K
[9]  
Dubois D.J., 1980, FUZZY SETS SYSTEMS T
[10]   A new adaptive functional-link neural-network-based DFE for overcoming co-channel interference [J].
Hussain, A ;
Soraghan, JJ ;
Durrani, TS .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1997, 45 (11) :1358-1362