Direction of arrival estimation for multiple source signals using independent component analysis

Hiroshi Sawada; Ryo Mukai; Shoji Makino

doi:10.1109/ISSPA.2003.1224901

Direction of arrival estimation for multiple source signals using independent component analysis

Hiroshi Sawada, Ryo Mukai, Shoji Makino

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

44 Citations (Scopus)

Abstract

This paper presents a new method for estimating the directions of source signals. We assume a situation in which multiple source signals are mixed in a reverberant condition and observed at several sensors. The new method is based on independent component analysis, which separates mixed signals into original source signals. It can be applied where the number of sources is equal to the number of sensors, whereas the conventional methods based on subspace analysis, such as the MUSIC algorithm, are applicable where there are fewer sources than sensors. Even in cases where the MUSIC algorithm can be applied, the new method is better at estimating the directions of sources if they are closely placed.

Original language	English
Title of host publication	Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003
Publisher	IEEE Computer Society
Pages	411-414
Number of pages	4
ISBN (Print)	0780379462, 9780780379466
DOIs	https://doi.org/10.1109/ISSPA.2003.1224901
Publication status	Published - 2003
Externally published	Yes
Event	7th International Symposium on Signal Processing and Its Applications, ISSPA 2003 - Paris, France Duration: 2003 Jul 1 → 2003 Jul 4

Publication series

Name	Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003
Volume	2

Conference

Conference	7th International Symposium on Signal Processing and Its Applications, ISSPA 2003
Country	France
City	Paris
Period	03/7/1 → 03/7/4

ASJC Scopus subject areas

Signal Processing

Access to Document

10.1109/ISSPA.2003.1224901

Fingerprint Dive into the research topics of 'Direction of arrival estimation for multiple source signals using independent component analysis'. Together they form a unique fingerprint.

Cite this

Sawada, H., Mukai, R., & Makino, S. (2003). Direction of arrival estimation for multiple source signals using independent component analysis. In Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003 (pp. 411-414). [1224901] (Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003; Vol. 2). IEEE Computer Society. https://doi.org/10.1109/ISSPA.2003.1224901

Direction of arrival estimation for multiple source signals using independent component analysis. / Sawada, Hiroshi; Mukai, Ryo; Makino, Shoji.

Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003. IEEE Computer Society, 2003. p. 411-414 1224901 (Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003; Vol. 2).

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

Sawada, H, Mukai, R & Makino, S 2003, Direction of arrival estimation for multiple source signals using independent component analysis. in Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003., 1224901, Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003, vol. 2, IEEE Computer Society, pp. 411-414, 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003, Paris, France, 03/7/1. https://doi.org/10.1109/ISSPA.2003.1224901

Sawada H, Mukai R, Makino S. Direction of arrival estimation for multiple source signals using independent component analysis. In Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003. IEEE Computer Society. 2003. p. 411-414. 1224901. (Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003). https://doi.org/10.1109/ISSPA.2003.1224901

Sawada, Hiroshi ; Mukai, Ryo ; Makino, Shoji. / Direction of arrival estimation for multiple source signals using independent component analysis. Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003. IEEE Computer Society, 2003. pp. 411-414 (Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003).

@inproceedings{52f9fe8177684dd7916f19e9a4879607,

title = "Direction of arrival estimation for multiple source signals using independent component analysis",

abstract = "This paper presents a new method for estimating the directions of source signals. We assume a situation in which multiple source signals are mixed in a reverberant condition and observed at several sensors. The new method is based on independent component analysis, which separates mixed signals into original source signals. It can be applied where the number of sources is equal to the number of sensors, whereas the conventional methods based on subspace analysis, such as the MUSIC algorithm, are applicable where there are fewer sources than sensors. Even in cases where the MUSIC algorithm can be applied, the new method is better at estimating the directions of sources if they are closely placed.",

author = "Hiroshi Sawada and Ryo Mukai and Shoji Makino",

year = "2003",

doi = "10.1109/ISSPA.2003.1224901",

language = "English",

isbn = "0780379462",

series = "Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003",

publisher = "IEEE Computer Society",

pages = "411--414",

booktitle = "Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003",

note = "7th International Symposium on Signal Processing and Its Applications, ISSPA 2003 ; Conference date: 01-07-2003 Through 04-07-2003",

}

TY - GEN

T1 - Direction of arrival estimation for multiple source signals using independent component analysis

AU - Sawada, Hiroshi

AU - Mukai, Ryo

AU - Makino, Shoji

PY - 2003

Y1 - 2003

N2 - This paper presents a new method for estimating the directions of source signals. We assume a situation in which multiple source signals are mixed in a reverberant condition and observed at several sensors. The new method is based on independent component analysis, which separates mixed signals into original source signals. It can be applied where the number of sources is equal to the number of sensors, whereas the conventional methods based on subspace analysis, such as the MUSIC algorithm, are applicable where there are fewer sources than sensors. Even in cases where the MUSIC algorithm can be applied, the new method is better at estimating the directions of sources if they are closely placed.

AB - This paper presents a new method for estimating the directions of source signals. We assume a situation in which multiple source signals are mixed in a reverberant condition and observed at several sensors. The new method is based on independent component analysis, which separates mixed signals into original source signals. It can be applied where the number of sources is equal to the number of sensors, whereas the conventional methods based on subspace analysis, such as the MUSIC algorithm, are applicable where there are fewer sources than sensors. Even in cases where the MUSIC algorithm can be applied, the new method is better at estimating the directions of sources if they are closely placed.

UR - http://www.scopus.com/inward/record.url?scp=84904303754&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84904303754&partnerID=8YFLogxK

U2 - 10.1109/ISSPA.2003.1224901

DO - 10.1109/ISSPA.2003.1224901

M3 - Conference contribution

AN - SCOPUS:84904303754

SN - 0780379462

SN - 9780780379466

T3 - Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003

SP - 411

EP - 414

BT - Proceedings - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003

PB - IEEE Computer Society

T2 - 7th International Symposium on Signal Processing and Its Applications, ISSPA 2003

Y2 - 1 July 2003 through 4 July 2003

ER -

Direction of arrival estimation for multiple source signals using independent component analysis

Abstract

Publication series

Conference

ASJC Scopus subject areas

Access to Document

Other files and links

Cite this