A deterministic blind separation approach based on GA for digital communication signals

Chen Wang; Shenhua Huang; Xuchu Dai; Peixia Xu

doi:10.1109/ISCIT.2005.1566901

A deterministic blind separation approach based on GA for digital communication signals

Chen Wang, Shenhua Huang, Xuchu Dai, Peixia Xu

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Scopus citations

Abstract

A simple and effective mind approach is proposed for digital communication signals' separation task. By adopting deterministic contrasts, the general statistical independence assumption hold by conventional blind separation schemes is relaxed. Simplex Genetic Algorithm is applied in optimization procedure to avoid falling into local minima or saddle points, and could easily incorporate priori into fitness function to simplify optimization procedure. Moreover, GA based approach is a general framework and need little modification for different modulation mode, comparing with algebra or gradient based realizations. Presented simulations illustrate its effectiveness both in MIMO separation problem of correlated sources and blind STBC detection scheme.

Original language	English (US)
Title of host publication	ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings
Pages	478-481
Number of pages	4
DOIs	https://doi.org/10.1109/ISCIT.2005.1566901
State	Published - 2005
Event	ISCIT 2005 - International Symposium on Communications and Information Technologies 2005 - Beijing, China Duration: Oct 12 2005 → Oct 14 2005

Publication series

Name	ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings
Volume	II

Other

Other	ISCIT 2005 - International Symposium on Communications and Information Technologies 2005
Country/Territory	China
City	Beijing
Period	10/12/05 → 10/14/05

Keywords

Blind Separation
Determinist contrast
GA

ASJC Scopus subject areas

General Engineering

Access to Document

10.1109/ISCIT.2005.1566901

Cite this

Wang, C., Huang, S., Dai, X., & Xu, P. (2005). A deterministic blind separation approach based on GA for digital communication signals. In ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings (pp. 478-481). Article 1566901 (ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings; Vol. II). https://doi.org/10.1109/ISCIT.2005.1566901

A deterministic blind separation approach based on GA for digital communication signals. / Wang, Chen; Huang, Shenhua; Dai, Xuchu et al.
ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings. 2005. p. 478-481 1566901 (ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings; Vol. II).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Wang, C, Huang, S, Dai, X & Xu, P 2005, A deterministic blind separation approach based on GA for digital communication signals. in ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings., 1566901, ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings, vol. II, pp. 478-481, ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Beijing, China, 10/12/05. https://doi.org/10.1109/ISCIT.2005.1566901

Wang C, Huang S, Dai X, Xu P. A deterministic blind separation approach based on GA for digital communication signals. In ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings. 2005. p. 478-481. 1566901. (ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings). doi: 10.1109/ISCIT.2005.1566901

@inproceedings{f2ca0f32722747ba93af876a2ea0414a,

title = "A deterministic blind separation approach based on GA for digital communication signals",

abstract = "A simple and effective mind approach is proposed for digital communication signals' separation task. By adopting deterministic contrasts, the general statistical independence assumption hold by conventional blind separation schemes is relaxed. Simplex Genetic Algorithm is applied in optimization procedure to avoid falling into local minima or saddle points, and could easily incorporate priori into fitness function to simplify optimization procedure. Moreover, GA based approach is a general framework and need little modification for different modulation mode, comparing with algebra or gradient based realizations. Presented simulations illustrate its effectiveness both in MIMO separation problem of correlated sources and blind STBC detection scheme.",

keywords = "Blind Separation, Determinist contrast, GA",

author = "Chen Wang and Shenhua Huang and Xuchu Dai and Peixia Xu",

year = "2005",

doi = "10.1109/ISCIT.2005.1566901",

language = "English (US)",

isbn = "0780395387",

series = "ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings",

pages = "478--481",

booktitle = "ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings",

note = "ISCIT 2005 - International Symposium on Communications and Information Technologies 2005 ; Conference date: 12-10-2005 Through 14-10-2005",

}

TY - GEN

T1 - A deterministic blind separation approach based on GA for digital communication signals

AU - Wang, Chen

AU - Huang, Shenhua

AU - Dai, Xuchu

AU - Xu, Peixia

PY - 2005

Y1 - 2005

N2 - A simple and effective mind approach is proposed for digital communication signals' separation task. By adopting deterministic contrasts, the general statistical independence assumption hold by conventional blind separation schemes is relaxed. Simplex Genetic Algorithm is applied in optimization procedure to avoid falling into local minima or saddle points, and could easily incorporate priori into fitness function to simplify optimization procedure. Moreover, GA based approach is a general framework and need little modification for different modulation mode, comparing with algebra or gradient based realizations. Presented simulations illustrate its effectiveness both in MIMO separation problem of correlated sources and blind STBC detection scheme.

AB - A simple and effective mind approach is proposed for digital communication signals' separation task. By adopting deterministic contrasts, the general statistical independence assumption hold by conventional blind separation schemes is relaxed. Simplex Genetic Algorithm is applied in optimization procedure to avoid falling into local minima or saddle points, and could easily incorporate priori into fitness function to simplify optimization procedure. Moreover, GA based approach is a general framework and need little modification for different modulation mode, comparing with algebra or gradient based realizations. Presented simulations illustrate its effectiveness both in MIMO separation problem of correlated sources and blind STBC detection scheme.

KW - Blind Separation

KW - Determinist contrast

KW - GA

UR - http://www.scopus.com/inward/record.url?scp=33750116381&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=33750116381&partnerID=8YFLogxK

U2 - 10.1109/ISCIT.2005.1566901

DO - 10.1109/ISCIT.2005.1566901

M3 - Conference contribution

AN - SCOPUS:33750116381

SN - 0780395387

SN - 9780780395381

T3 - ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings

SP - 478

EP - 481

BT - ISCIT 2005 - International Symposium on Communications and Information Technologies 2005, Proceedings

T2 - ISCIT 2005 - International Symposium on Communications and Information Technologies 2005

Y2 - 12 October 2005 through 14 October 2005

ER -

A deterministic blind separation approach based on GA for digital communication signals

Abstract

Publication series

Other

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this