An analytical constant modulus algorithm

被引:326
作者
vanderVeen, AJ
Paulraj, A
机构
[1] STANFORD UNIV, DEPT COMP SCI, SCCM, STANFORD, CA 94305 USA
[2] STANFORD UNIV, INFORMAT SYST LAB, STANFORD, CA 94305 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/78.502327
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
Iterative constant modulus algorithms such as Godard and CMA have been used to blindly separate a superposition of cochannel constant modulus (CM) signals impinging on an antenna array, These algorithms have certain deficiencies in the context of convergence to local minima and the retrieval of all individual CM signals that are present in the channel. In this paper, we show that the underlying constant modulus factorization problem is, in fact, a generalized eigenvalue problem, and may be solved via a simultaneous diagonalization of a set of matrices, With this new analytical approach, it is possible to detect the number of CIM signals present in the channel, and to retrieve all of them exactly, rejecting other, non-CM signals, Only a modest amount of samples is required, The algorithm is robust in the presence of noise and is tested on measured data collected from an experimental set-up.
引用
收藏
页码:1136 / 1155
页数:20
相关论文
共 55 条
[1]  
AGEE B, 1989, P IEEE MIL COMM C, V2, P340
[2]   SPECTRAL SELF-COHERENCE RESTORAL - A NEW APPROACH TO BLIND ADAPTIVE SIGNAL EXTRACTION USING ANTENNA-ARRAYS [J].
AGEE, BG ;
SCHELL, SV ;
GARDNER, WA .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :753-767
[3]  
AGEE BG, 1986, P INT C AC SPEECH SI, P953
[4]  
AGEE BG, 1987, 20 IEEE AS C SIGN SY, P590
[5]  
AGEE BG, 1988, 22 AS C SIGN SYST CO, P818
[6]   NUMERICAL-METHODS FOR SIMULTANEOUS DIAGONALIZATION [J].
BUNSEGERSTNER, A ;
BYERS, R ;
MEHRMANN, V .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1993, 14 (04) :927-949
[7]   BLIND BEAMFORMING FOR NON-GAUSSIAN SIGNALS [J].
CARDOSO, JF ;
SOULOUMIAC, A .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) :362-370
[8]  
CARDOSO JF, 1991, INT CONF ACOUST SPEE, P3109, DOI 10.1109/ICASSP.1991.150113
[9]  
CARDOSO JF, 1992, SIGNAL PROCESSING 6, V2, P739
[10]   A CONTINUOUS JACOBI-LIKE APPROACH TO THE SIMULTANEOUS REDUCTION OF REAL MATRICES [J].
CHU, MT .
LINEAR ALGEBRA AND ITS APPLICATIONS, 1991, 147 :75-96