A Nonlinear Equalization Method Based on Kolmogorov-Arnold Networks in WDM Systems

A nonlinear equalization method based on Kolmogorov-Arnold networks is proposed to mitigate nonlinear effects in WDM systems. Experimental results demonstrate that this approach significantly enhances system performance.

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Publication Details

Published
2024-11-02
DOI
https://doi.org/10.1109/acp/ipoc63121.2024.10810064
Primary Topic
Advanced Optical Network Technologies
Type
article
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article

A Nonlinear Equalization Method Based on Kolmogorov-Arnold Networks in WDM Systems

Fu Wang, Ran Gao, Qi Zhang, Xiangjun Xin et al.
Advanced Optical Network Technologies
article

A Nonlinear Equalization Method Based on Kolmogorov-Arnold Networks in WDM Systems

Fu Wang, Ran Gao, Qi Zhang, Xiangjun Xin, Yi Zhao, Sitong Zhou, Qihan Zhao, Qinghua Tian, Feng Tian, Yi Cui, Xinyu Yuan, Yun Wang
article en

Abstract

A nonlinear equalization method based on Kolmogorov-Arnold networks is proposed to mitigate nonlinear effects in WDM systems. Experimental results demonstrate that this approach significantly enhances system performance.

Beijing Institute of Technology (CN), Beijing University of Posts and Telecommunications (CN)
Openalex Percentile: Top 77%
Advanced Optical Network Technologies
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A Nonlinear Equalization Method Based on Kolmogorov-Arnold Networks in WDM Systems — Fu Wang, Ran Gao, et al. · (2024) | TGRS Research Map | TGRS