Spread spectrum signal detection in overlay systems using maximum entropy PDF estimation based on fractional moments

被引:0
作者
Saberali, S. Mohammad [1 ]
Amindavar, Hamidreza [1 ]
机构
[1] Amirkabir Univ Technol, Tehran, Iran
来源
2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PTS 1-3, PROCEEDINGS | 2007年
关键词
maximum entropy method; maximum likelihood detection;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper we introduce a new nonlinear detector to improve the performance of spread spectrum receiver in the presence of narrow-band interference. The new detector is blind in the sense that no training data is required. In our scheme we use maximum likelihood (ML) detection rule in conjunction with maximum entropy method (MEM) for probability density function (PDF) estimation of the observation noise. We use MEM with a new approach based on fractional moments instead of integer moments. The estimated PDF based on fractional moments is quite close to the true PDF. The results indicate that the new nonlinear detector outperforms conventional matched filter, and well known locally optimal (LO) detector.
引用
收藏
页码:1269 / +
页数:2
相关论文
共 11 条
[1]  
Bender C.M., 1978, Advanced mathematical methods for scientists and engineers
[2]  
Cover TM, 2006, Elements of Information Theory
[3]   Stieltjes moment problem via fractional moments [J].
Inverardi, PN ;
Petri, A ;
Pontuale, G ;
Tagliani, A .
APPLIED MATHEMATICS AND COMPUTATION, 2005, 166 (03) :664-677
[4]   Hausdorff moment problem via fractional moments [J].
Inverardi, PN ;
Pontuale, G ;
Petri, A ;
Tagliani, A .
APPLIED MATHEMATICS AND COMPUTATION, 2003, 144 (01) :61-74
[5]  
Kay S.M., 1998, FUNDAMENTALS STAT SI
[6]   Active interference suppression in CDMA overlay systems [J].
Poor, HV .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2001, 19 (01) :4-20
[7]   NONLINEAR TECHNIQUES FOR INTERFERENCE SUPPRESSION IN SPREAD-SPECTRUM SYSTEMS [J].
VIJAYAN, R ;
POOR, HV .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1990, 38 (07) :1060-1065
[8]   A new narrowband interference suppression scheme for spread-spectrum CDMA communications [J].
Wang, CL ;
Wu, KM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (11) :2832-2838
[9]   Adaptive LMS filters for cellular CDMA overlay situations [J].
Wang, JZ ;
Milstein, LB .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1996, 14 (08) :1548-1559
[10]   New nonlinear algorithms for estimating and suppressing narrowband interference in DS spread spectrum systems [J].
Wu, WR ;
Yu, FF .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1996, 44 (04) :508-515