Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems

Zixuan Liu; Qi Zhang; Ran Gao; Xishuo Wang; Dong Guo; Xiangjun Xin; Qinghua Tian; Feng Tian; Huan Chang; Yongjun Wang; Xia Sheng

doi:10.1109/ICOCN53177.2021.9563704

Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems

Zixuan Liu, Qi Zhang^*, Ran Gao, Xishuo Wang, Dong Guo, Xiangjun Xin, Qinghua Tian, Feng Tian, Huan Chang, Yongjun Wang, Xia Sheng

^*Corresponding author for this work

School of Information and Electronics

Beijing University of Posts and Telecommunications

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

Abstract

We proposed a nonlinear equalization method based on K-means-Tailored K-Nearest Neighbors (K-means-TKNN) algorithm. The simulation results show that the computational complexity of K-means-TKNN can be reduced to 20.3% of that of the traditional KNN algorithm for the 64-QAM system.

Original language	English
Title of host publication	2021 19th International Conference on Optical Communications and Networks, ICOCN 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665424462
DOIs	https://doi.org/10.1109/ICOCN53177.2021.9563704
Publication status	Published - 2021
Event	19th International Conference on Optical Communications and Networks, ICOCN 2021 - Qufu, China Duration: 23 Aug 2021 → 27 Aug 2021

Publication series

Name	2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

Conference

Conference	19th International Conference on Optical Communications and Networks, ICOCN 2021
Country/Territory	China
City	Qufu
Period	23/08/21 → 27/08/21

Keywords

Coherent optical communication
Machine learning
Nonlinear equalization

Access to Document

10.1109/ICOCN53177.2021.9563704

Cite this

Liu, Z., Zhang, Q., Gao, R., Wang, X., Guo, D., Xin, X., Tian, Q., Tian, F., Chang, H., Wang, Y., & Sheng, X. (2021). Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems. In 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021 (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICOCN53177.2021.9563704

Liu, Zixuan ; Zhang, Qi ; Gao, Ran et al. / Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems. 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021).

@inproceedings{6b87d96eb688467dbfe75ed5d568244e,

title = "Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems",

abstract = "We proposed a nonlinear equalization method based on K-means-Tailored K-Nearest Neighbors (K-means-TKNN) algorithm. The simulation results show that the computational complexity of K-means-TKNN can be reduced to 20.3% of that of the traditional KNN algorithm for the 64-QAM system.",

keywords = "Coherent optical communication, Machine learning, Nonlinear equalization",

author = "Zixuan Liu and Qi Zhang and Ran Gao and Xishuo Wang and Dong Guo and Xiangjun Xin and Qinghua Tian and Feng Tian and Huan Chang and Yongjun Wang and Xia Sheng",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 19th International Conference on Optical Communications and Networks, ICOCN 2021 ; Conference date: 23-08-2021 Through 27-08-2021",

year = "2021",

doi = "10.1109/ICOCN53177.2021.9563704",

language = "English",

series = "2021 19th International Conference on Optical Communications and Networks, ICOCN 2021",

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

booktitle = "2021 19th International Conference on Optical Communications and Networks, ICOCN 2021",

address = "United States",

}

Liu, Z, Zhang, Q, Gao, R, Wang, X, Guo, D , Xin, X, Tian, Q, Tian, F, Chang, H, Wang, Y & Sheng, X 2021, Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems. in 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021, Institute of Electrical and Electronics Engineers Inc., 19th International Conference on Optical Communications and Networks, ICOCN 2021, Qufu, China, 23/08/21. https://doi.org/10.1109/ICOCN53177.2021.9563704

Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems. / Liu, Zixuan; Zhang, Qi; Gao, Ran et al.
2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021).

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

TY - GEN

T1 - Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems

AU - Liu, Zixuan

AU - Zhang, Qi

AU - Gao, Ran

AU - Wang, Xishuo

AU - Guo, Dong

AU - Xin, Xiangjun

AU - Tian, Qinghua

AU - Tian, Feng

AU - Chang, Huan

AU - Wang, Yongjun

AU - Sheng, Xia

PY - 2021

Y1 - 2021

N2 - We proposed a nonlinear equalization method based on K-means-Tailored K-Nearest Neighbors (K-means-TKNN) algorithm. The simulation results show that the computational complexity of K-means-TKNN can be reduced to 20.3% of that of the traditional KNN algorithm for the 64-QAM system.

AB - We proposed a nonlinear equalization method based on K-means-Tailored K-Nearest Neighbors (K-means-TKNN) algorithm. The simulation results show that the computational complexity of K-means-TKNN can be reduced to 20.3% of that of the traditional KNN algorithm for the 64-QAM system.

KW - Coherent optical communication

KW - Machine learning

KW - Nonlinear equalization

UR - http://www.scopus.com/inward/record.url?scp=85125965256&partnerID=8YFLogxK

U2 - 10.1109/ICOCN53177.2021.9563704

DO - 10.1109/ICOCN53177.2021.9563704

M3 - Conference contribution

AN - SCOPUS:85125965256

T3 - 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

BT - 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 19th International Conference on Optical Communications and Networks, ICOCN 2021

Y2 - 23 August 2021 through 27 August 2021

ER -

Liu Z, Zhang Q, Gao R, Wang X, Guo D , Xin X et al. Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems. In 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. Institute of Electrical and Electronics Engineers Inc. 2021. (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021). doi: 10.1109/ICOCN53177.2021.9563704

Optimized Decision Method Based on K-means-TKNN for Coherent Optical Communication Systems

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