학술논문

A Nonlinear Equalization Method Based on Kolmogorov-Arnold Networks in WDM Systems
Document Type
Conference
Source
2024 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC) Information Photonics and Optical Communications (IPOC), 2024 Asia Communications and Photonics Conference (ACP) and International Conference on. :1-4 Nov, 2024
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Photonics and Electrooptics
Power, Energy and Industry Applications
Signal Processing and Analysis
Equalizers
System performance
Neural networks
WDM networks
Optical fiber networks
Complexity theory
Computational efficiency
Reliability
Faces
Photonics
nonlinear equalization
WDM
KolmogorovArnold networks
optical fiber communication system
Language
ISSN
2162-1098
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.