A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels

Sa H. Bang; Bing J. Sheu

doi:10.1109/ISCAS.1992.230636

A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels

Sa H. Bang
, Bing J. Sheu

University of Southern California

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

3 引文斯高帕斯（Scopus）

摘要

A neural-based network is applied to data communication receiver to investigate the feasibility of the network over intersymbol interference(ISI) and additive white Gaussian noise channel environments. With a 3-layered perceptron with either backward error propagation and extended Kalman filter training algorithms, it can be shown that it closely approximates the theoretical optimum receiver as the number of network trainings increases. The simulations are made on the network operations and error rate performance over several important parameters. Once the problem on the network training is solved the proposed data receiver is an alternative to the optimum Viterbi channel decoder.

原文	英語
主出版物標題	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	2933-2936
頁數	4
ISBN（電子）	0780305930
DOIs	https://doi.org/10.1109/ISCAS.1992.230636
出版狀態	已出版 - 1992
對外發佈	是
事件	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992 - San Diego, 美國持續時間: 10 05 1992 → 13 05 1992

出版系列

名字	Proceedings - IEEE International Symposium on Circuits and Systems
卷	6
ISSN（列印）	0271-4310

Conference

Conference	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992
國家/地區	美國
城市	San Diego
期間	10/05/92 → 13/05/92

文獻附註

Publisher Copyright:
© 1992 IEEE.

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10.1109/ISCAS.1992.230636

其它文件與鏈接

Link to publication in Scopus

引用此

Bang, S. H., & Sheu, B. J. (1992). A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels. 於 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992 (頁 2933-2936). 文章 230636 (Proceedings - IEEE International Symposium on Circuits and Systems; 卷 6). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISCAS.1992.230636

@inproceedings{b8ca64ed76b6466987c81b9a2fc00630,

title = "A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels",

abstract = "A neural-based network is applied to data communication receiver to investigate the feasibility of the network over intersymbol interference(ISI) and additive white Gaussian noise channel environments. With a 3-layered perceptron with either backward error propagation and extended Kalman filter training algorithms, it can be shown that it closely approximates the theoretical optimum receiver as the number of network trainings increases. The simulations are made on the network operations and error rate performance over several important parameters. Once the problem on the network training is solved the proposed data receiver is an alternative to the optimum Viterbi channel decoder.",

author = "Bang, \{Sa H.\} and Sheu, \{Bing J.\}",

note = "Publisher Copyright: {\textcopyright} 1992 IEEE.; 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992 ; Conference date: 10-05-1992 Through 13-05-1992",

year = "1992",

doi = "10.1109/ISCAS.1992.230636",

language = "英语",

series = "Proceedings - IEEE International Symposium on Circuits and Systems",

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

pages = "2933--2936",

booktitle = "1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992",

address = "美国",

}

Bang, SH & Sheu, BJ 1992, A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels. 於 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992., 230636, Proceedings - IEEE International Symposium on Circuits and Systems, 卷 6, Institute of Electrical and Electronics Engineers Inc., 頁 2933-2936, 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992, San Diego, 美國, 10/05/92. https://doi.org/10.1109/ISCAS.1992.230636

A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels. / Bang, Sa H.; Sheu, Bing J.
1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992. Institute of Electrical and Electronics Engineers Inc., 1992. p. 2933-2936 230636 (Proceedings - IEEE International Symposium on Circuits and Systems; 卷 6).

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

TY - GEN

T1 - A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels

AU - Bang, Sa H.

AU - Sheu, Bing J.

PY - 1992

Y1 - 1992

N2 - A neural-based network is applied to data communication receiver to investigate the feasibility of the network over intersymbol interference(ISI) and additive white Gaussian noise channel environments. With a 3-layered perceptron with either backward error propagation and extended Kalman filter training algorithms, it can be shown that it closely approximates the theoretical optimum receiver as the number of network trainings increases. The simulations are made on the network operations and error rate performance over several important parameters. Once the problem on the network training is solved the proposed data receiver is an alternative to the optimum Viterbi channel decoder.

AB - A neural-based network is applied to data communication receiver to investigate the feasibility of the network over intersymbol interference(ISI) and additive white Gaussian noise channel environments. With a 3-layered perceptron with either backward error propagation and extended Kalman filter training algorithms, it can be shown that it closely approximates the theoretical optimum receiver as the number of network trainings increases. The simulations are made on the network operations and error rate performance over several important parameters. Once the problem on the network training is solved the proposed data receiver is an alternative to the optimum Viterbi channel decoder.

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DO - 10.1109/ISCAS.1992.230636

M3 - 会议稿件

AN - SCOPUS:33747597293

T3 - Proceedings - IEEE International Symposium on Circuits and Systems

SP - 2933

EP - 2936

BT - 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992

Y2 - 10 May 1992 through 13 May 1992

ER -

Bang SH, Sheu BJ. A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels. 於 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992. Institute of Electrical and Electronics Engineers Inc. 1992. p. 2933-2936. 230636. (Proceedings - IEEE International Symposium on Circuits and Systems). doi: 10.1109/ISCAS.1992.230636

A neural-based digital communication receiver for inter-symbol interference and white Gaussian noise channels

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