Physics-Informed Machine Learning for Optical Fiber Communications: Opportunities and Challenges

Danshi Wang,Xiaotian Jiang,Yuchen Song,Xiao Luo, Jiawei Dong,Min Zhang

2023 Opto-Electronics and Communications Conference (OECC)（2023）

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摘要

A comprehensive evaluation and discussion of physics-informed machine learning (PIML) which revolutionized multiple fields is conducted from the perspective of optical fiber communications. Despite the challenges, PIML provides a promising solution with a fresh perspective.

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关键词

nonlinear modeling,optical fiber communications,physics-informed machine learning,physics-informed neural network

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