Power evolution prediction of bidirectional Raman amplified WDM system based on PINN

首页 > 成果 > 详情

认领

导出

Link by DOI

反馈

作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Mei, Muyang;Li, Yuan;Niu, Mengchao;Zhu, Jiaye;Li, Wei;...

通讯作者：

Li, W

作者机构：

[Li, Wei; Mei, Muyang; Feng, Zhongshuai; Li, W] Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Peoples R China.

[Niu, Mengchao; Zhu, Jiaye; Li, Yuan] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.

[Luo, Ming] China Informat & Commun Technol Grp Corp, State Key Lab Opt Commun Technol & Networks, Wuhan 430205, Peoples R China.

[Mei, Liang; Wu, Xuefeng] Fiberhome Telecommun Technol Co Ltd, Wuhan 430205, Peoples R China.

[Yang, Xuefeng; Jiang, Yi; Hu, Qianggao] Accelink Technol Co Ltd, Wuhan 430205, Peoples R China.

通讯机构：

[Li, W ] H

Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Peoples R China.

语种：

英文

关键词：

Numerical methods;Data driven;Large amounts of data;Learn+;Machine-learning;Model-based OPC;Multiplexed systems;Neural-networks;Power;Rayleigh backscattering;Wave length division multiplexed (WDM);Forecasting;adult;article;clinical article;controlled study;evolution;machine learning;nerve cell network;noise;pharmaceutics;prediction;prediction error;simulation

期刊：

Optics Express

ISSN：

1094-4087

年：

2024

卷：

期：

页码：

6587-6596

DOI：

10.1364/OE.513607

机构署名：

本校为其他机构

院系归属：

计算机学院

摘要：

We propose using physical-informed neural network (PINN) for power evolution prediction in bidirectional Raman amplified WDM systems with Rayleigh backscattering (RBS). Unlike models based on data-driven machine learning, PINN can be effectively trained without preparing a large amount of data in advance and can learn the potential rules of power evolution. Compared to previous applications of PINN in power prediction, our model considers bidirectional Raman pumping and RBS, which is more practical. We experimentally demonstrate power evolution...

反馈

产权有误：本人成果被他人认领

数据有误：数据基本信息有误

归属有误：成果的院系归属、机构署名归属有误

其他原因：

验证码：

看不清楚，换一个

确定

取消

成果认领

标题：

用户	作者	通讯作者	--
	请选择	请选择	--

确定

取消

Power evolution prediction of bidirectional Raman amplified WDM system based on PINN

反馈

成果认领

提示

该栏目需要登录且有访问权限才可以访问