Finite sample identifiability of multiple constant modulus sources

被引:2
作者
Leshem, A [1 ]
Petrochilos, N [1 ]
van der Veen, AJ [1 ]
机构
[1] Delft Univ Technol, Dept ITS Elect Engn, NL-2628 CD Delft, Netherlands
来源
SAM2002: IEEE SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP PROCEEDINGS | 2002年
关键词
D O I
10.1109/SAM.2002.1191071
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We prove that mixtures of continuous constant modulus sources can be identified with probability 1 with a finite number of samples (under noise-free conditions). This strengthens earlier results which only considered an infinite number of samples. The proof is based on the linearization technique of the Analytical Constant Modulus Algorithm, together with a simple inductive argument. We then study the finite alphabet case. In this case we provide an upper bound on the probability of non-identifiability for finite sample of sources. We show that under practical assumptions, this upper bound is tighter than the currently known bound.
引用
收藏
页码:408 / 412
页数:5
相关论文
共 7 条
[2]  
Horn R.A., 1994, MATRIX ANAL
[3]   Maximum likelihood separation of constant modulus signals [J].
Leshem, A .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (10) :2948-2952
[4]   The constant modulus array for cochannel signal copy and direction finding [J].
Shynk, JJ ;
Gooch, RP .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (03) :652-660
[5]   Blind separation of synchronous co-channel digital signals using an antenna array .1. Algorithms [J].
Talwar, S ;
Viberg, M ;
Paulraj, A .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (05) :1184-1197
[6]   A NEW APPROACH TO MULTIPATH CORRECTION OF CONSTANT MODULUS SIGNALS [J].
TREICHLER, JR ;
AGEE, BG .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (02) :459-472
[7]   An analytical constant modulus algorithm [J].
vanderVeen, AJ ;
Paulraj, A .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (05) :1136-1155