Machine Learning-Assisted Mitigation of Optical Multipath Interference in PAM4 IM-DD Transmission Systems

Machine Learning-Assisted Mitigation of Optical Multipath Interference in PAM4 IM-DD Transmission Systems

This paper aims to mitigate multipath interference (MPI) in intensity modulation with direct detection (IM-DD) systems using machine learning techniques, specifically for four-level pulse amplitude modulation (PAM4) systems. We propose a machine learning-assisted MPI mitigation scheme, called KNN-ai...

Full description

Saved in:
Bibliographic Details
Main Authors: Wenxin Cui, Jiahao Huo, Jin Zhu, Jianlong Tao, Peng Qin, Xiaoying Zhang, Haolin Bai
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Photonics
Subjects:
machine learning
support vector machine
K-nearest neighbor
intensity modulation direct detection
multipath interference
four-level pulse amplitude modulation
Online Access:https://www.mdpi.com/2304-6732/12/4/310
Tags: Add Tag
No Tags, Be the first to tag this record!
Be the first to leave a comment!
You must be logged in first

Similar Items