Blind multiuser separation of instantaneous mixture algorithm based on geometrical concepts

被引:29
作者
Mansour, A [1 ]
Ohnishi, N [1 ]
Puntonet, CG [1 ]
机构
[1] ENSIETA, F-29200 Brest, France
关键词
blind separation of sources; ICA; PDF; geometrical methods; decorrelation; Cholesky factorization; orthogonalization and whitening process;
D O I
10.1016/S0165-1684(02)00250-5
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 propose a new and simple algorithm for blind separation of sources based on geometrical concepts. This algorithm deals with the instantaneous mixtures and does not require the estimation of high-order statistics (HOS). The proposed algorithm can separate sources that belong to two different categories: (1) Signals with uniform or close to uniform probability density function (PDF). (2) Unimodal PDF (including Pascal and Gamma) as well as some real signals such as speech or music. Unfortunately, the actual version of the algorithm cannot deal with the mixing of signals from both categories. Finally, the experimental results show good performances and that the separation can be carried out in a very short time (a few seconds, using Matematica as the programming language and our ultra 30 Sun station). (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1155 / 1175
页数:21
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