International Journal of Computational Intelligence Systems

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Volume 12, Issue 2, 2019, Pages 947 - 954

Effective Channel Order Determination Algorithm for Convolutive Blind Channel Identification

Authors
Senquan Yang1, Haifeng Su2, Pu Li1, *, Songxi Hu1, Jinru Chen1
1School of Physics and Electromechanical Engineering, Shaoguan University, Daxue Road, Shaoguan, 512005, China
2Department of Machinery and Electronics, Shijiazhuang University of Applied Technology, Shijiazhuang, 050081, China
*Corresponding author. Email: lipu_300@sgu.edu.cn
Corresponding Author
Pu Li
Received 16 April 2019, Accepted 12 August 2019, Available Online 12 September 2019.
DOI
10.2991/ijcis.d.190819.001How to use a DOI?
Keywords
Effective channel order determination; Numerical analysis arguments; Blind channel identification; Higher-order cumulant tensor
Abstract

Effective channel order determination is an important problem in convolutive blind channel identification. The classical techniques are based on information theoretic criteria, which show a great potentiality to estimate the effective channel order. However, these methods are just effective for the overdetermined case, i.e., the number of sensors is larger than the number of source signals. When the number of sensors is less than or equal to the number of source signals, i.e., in the underdetermined or determined case, it is difficult to detect the effective channel order. In this paper, an improved algorithm is proposed to estimate the effective channel order by integrating numerical analysis arguments and higher-order cumulant tensor. In the proposed algorithm, we exploit the information contained in the higher-order data statistics and rearrange the tensor as a matrix using the unfolding operation, then utilize the eigenvalues of the matrix and combine numerical analysis arguments to detect the effective channel order. Finally, a series of experiment results demonstrate the effectiveness and superiority of the proposed algorithm.

Copyright
© 2019 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article distributed under the CC BY-NC 4.0 license (http://creativecommons.org/licenses/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
12 - 2
Pages
947 - 954
Publication Date
2019/09/12
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.2991/ijcis.d.190819.001How to use a DOI?
Copyright
© 2019 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article distributed under the CC BY-NC 4.0 license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Senquan Yang
AU  - Haifeng Su
AU  - Pu Li
AU  - Songxi Hu
AU  - Jinru Chen
PY  - 2019
DA  - 2019/09/12
TI  - Effective Channel Order Determination Algorithm for Convolutive Blind Channel Identification
JO  - International Journal of Computational Intelligence Systems
SP  - 947
EP  - 954
VL  - 12
IS  - 2
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.d.190819.001
DO  - 10.2991/ijcis.d.190819.001
ID  - Yang2019
ER  -