Spectrum estimation by using of neural network method

Jixian Zhang; Feng Gao; Qiuhai Zhong; Yaping Dai

doi:10.1109/ICONIP.2002.1201879

Spectrum estimation by using of neural network method

Jixian Zhang, Feng Gao, Qiuhai Zhong, Yaping Dai

自动化学院

Beijing Institute of Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

1 引用（Scopus）

摘要

Spectral estimation has been applied broadly in the signal-processing domain. In modern spectral estimation methods, the model parameters will be obtained by solving the Yule-Walker equations. There are several common disadvantages such as complicated processing steps and heavy calculation load in all the optimized algorithms. In this paper, two methods using neural networks are discussed. In the first one, the solving of the equations set is avoided. In the second one, the solving of the equations set is simplified by using a simple BP neural network. Simulations show that the spectral analysis effect is better than some other methods.

源语言	英语
主期刊名	ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing
主期刊副标题	Computational Intelligence for the E-Age
编辑	Xin Yao, Kunihiko Fukushima, Soo-Young Lee, Lipo Wang, Jagath C. Rajapakse
出版商	Institute of Electrical and Electronics Engineers Inc.
页	2181-2184
页数	4
ISBN（电子版）	9810475241, 9789810475246
DOI	https://doi.org/10.1109/ICONIP.2002.1201879
出版状态	已出版 - 2002
活动	9th International Conference on Neural Information Processing, ICONIP 2002 - Singapore, 新加坡期限: 18 11月 2002 → 22 11月 2002

出版系列

姓名	ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age
卷	5

会议

会议	9th International Conference on Neural Information Processing, ICONIP 2002
国家/地区	新加坡
市	Singapore
时期	18/11/02 → 22/11/02

访问文件

10.1109/ICONIP.2002.1201879

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引用此

Zhang, J., Gao, F., Zhong, Q., & Dai, Y. (2002). Spectrum estimation by using of neural network method. 在 X. Yao, K. Fukushima, S.-Y. Lee, L. Wang, & J. C. Rajapakse (编辑), ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age (页码 2181-2184). 文章 1201879 (ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age; 卷 5). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICONIP.2002.1201879

Zhang, Jixian ; Gao, Feng ; Zhong, Qiuhai 等. / Spectrum estimation by using of neural network method. ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age. 编辑 / Xin Yao ; Kunihiko Fukushima ; Soo-Young Lee ; Lipo Wang ; Jagath C. Rajapakse. Institute of Electrical and Electronics Engineers Inc., 2002. 页码 2181-2184 (ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age).

@inproceedings{5bd27f3f6fc848f283849a24ed1f4cc9,

title = "Spectrum estimation by using of neural network method",

abstract = "Spectral estimation has been applied broadly in the signal-processing domain. In modern spectral estimation methods, the model parameters will be obtained by solving the Yule-Walker equations. There are several common disadvantages such as complicated processing steps and heavy calculation load in all the optimized algorithms. In this paper, two methods using neural networks are discussed. In the first one, the solving of the equations set is avoided. In the second one, the solving of the equations set is simplified by using a simple BP neural network. Simulations show that the spectral analysis effect is better than some other methods.",

keywords = "AR model, Neural network, Yule-Walker equations, spectral estimation",

author = "Jixian Zhang and Feng Gao and Qiuhai Zhong and Yaping Dai",

note = "Publisher Copyright: {\textcopyright} 2002 Nanyang Technological University.; 9th International Conference on Neural Information Processing, ICONIP 2002 ; Conference date: 18-11-2002 Through 22-11-2002",

year = "2002",

doi = "10.1109/ICONIP.2002.1201879",

language = "English",

series = "ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "2181--2184",

editor = "Xin Yao and Kunihiko Fukushima and Soo-Young Lee and Lipo Wang and Rajapakse, {Jagath C.}",

booktitle = "ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing",

address = "United States",

}

Zhang, J, Gao, F, Zhong, Q & Dai, Y 2002, Spectrum estimation by using of neural network method. 在 X Yao, K Fukushima, S-Y Lee, L Wang & JC Rajapakse (编辑), ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age., 1201879, ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age, 卷 5, Institute of Electrical and Electronics Engineers Inc., 页码 2181-2184, 9th International Conference on Neural Information Processing, ICONIP 2002, Singapore, 新加坡, 18/11/02. https://doi.org/10.1109/ICONIP.2002.1201879

Spectrum estimation by using of neural network method. / Zhang, Jixian; Gao, Feng; Zhong, Qiuhai 等.
ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age. 编辑 / Xin Yao; Kunihiko Fukushima; Soo-Young Lee; Lipo Wang; Jagath C. Rajapakse. Institute of Electrical and Electronics Engineers Inc., 2002. 页码 2181-2184 1201879 (ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age; 卷 5).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Spectrum estimation by using of neural network method

AU - Zhang, Jixian

AU - Gao, Feng

AU - Zhong, Qiuhai

AU - Dai, Yaping

PY - 2002

Y1 - 2002

N2 - Spectral estimation has been applied broadly in the signal-processing domain. In modern spectral estimation methods, the model parameters will be obtained by solving the Yule-Walker equations. There are several common disadvantages such as complicated processing steps and heavy calculation load in all the optimized algorithms. In this paper, two methods using neural networks are discussed. In the first one, the solving of the equations set is avoided. In the second one, the solving of the equations set is simplified by using a simple BP neural network. Simulations show that the spectral analysis effect is better than some other methods.

AB - Spectral estimation has been applied broadly in the signal-processing domain. In modern spectral estimation methods, the model parameters will be obtained by solving the Yule-Walker equations. There are several common disadvantages such as complicated processing steps and heavy calculation load in all the optimized algorithms. In this paper, two methods using neural networks are discussed. In the first one, the solving of the equations set is avoided. In the second one, the solving of the equations set is simplified by using a simple BP neural network. Simulations show that the spectral analysis effect is better than some other methods.

KW - AR model

KW - Neural network

KW - Yule-Walker equations

KW - spectral estimation

UR - http://www.scopus.com/inward/record.url?scp=84971635817&partnerID=8YFLogxK

U2 - 10.1109/ICONIP.2002.1201879

DO - 10.1109/ICONIP.2002.1201879

M3 - Conference contribution

AN - SCOPUS:84971635817

T3 - ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age

SP - 2181

EP - 2184

BT - ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing

A2 - Yao, Xin

A2 - Fukushima, Kunihiko

A2 - Lee, Soo-Young

A2 - Wang, Lipo

A2 - Rajapakse, Jagath C.

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 9th International Conference on Neural Information Processing, ICONIP 2002

Y2 - 18 November 2002 through 22 November 2002

ER -

Zhang J, Gao F, Zhong Q, Dai Y. Spectrum estimation by using of neural network method. 在 Yao X, Fukushima K, Lee SY, Wang L, Rajapakse JC, 编辑, ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age. Institute of Electrical and Electronics Engineers Inc. 2002. 页码 2181-2184. 1201879. (ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age). doi: 10.1109/ICONIP.2002.1201879

Spectrum estimation by using of neural network method

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