arrow
返回

Defining optical amplifiers gains using reinforcement learning

delete2025-05-14
delete0
PRE
AI
J
José Carlos Pinheiro Filho
A
Allan A.B. Silva
T
Tiago C.C. da Silva
E
Erick A. Barboza
R
Raul C. Almeida
C
Carmelo J. A. Bastos-Filho
R
Raouf Boutaba
DOI:10.1016/j.yofte.2025.104244delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
• 首次利用强化学习算法对光放大器工作点的自适应控制问题进行了建模。 • 强化学习算法优于常规策略,并与进化方法相当。 • 在速度方面,所提出的算法能在2秒内给出解决方案,而进化算法需要约12分钟。

期刊

Optical Fiber Technology 封面图
Optical Fiber Technology
IF:
2.7
论文数:
679
被引数:
6.1K

机构

暂无机构信息
引用论文

引用论文

Amplifier Adaptive Control of Operating Point Considering Non-Linear Interference
err2018-03-15
err0
PREAI
errErick de A. Barboza; Marcionilo J. da Silva; Leonardo D. Coelho; Carmelo J. A. Bastos-Filho; Joaquim F. Martins Filho
err分享
err收藏
Local and global approaches for the adaptive control of a cascade of amplifiers
err2016-05-19
err0
PREAI
errErick de A. Barboza; Carmelo J. A. Bastos-Filho; Joaquim F. Martins Filho; Marcionilo J. da Silva; Leonardo D. Coelho; Uiara C. de Moura; Juliano R. F. de Oliveira
err分享
err收藏
err分享
err收藏
Applications of Deep Reinforcement Learning in Communications and Networking: A Survey深度强化学习在通信和网络中的应用: 综述
err2019-01-01
err1.2K
errOAAI
errLuong, Nguyen Cong; Hoang, Dinh Thai; Gong, Shimin; Niyato, Dusit; Wang, Ping; Liang, Ying-Chang; Kim, Dong In
err分享
err收藏
Cognitive Methodology for Optical Amplifier Gain Adjustment in Dynamic DWDM Networks动态DWDM网络中光放大器增益调整的认知方法
err2016-04-15
err23
PREAI
errMoura, Uiara; Garrich, Miquel; Carvalho, Heitor; Svolenski, Matheus; Andrade, Alexandre; Cesar, Amilcar C.; Oliveira, Juliano; Conforti, Evandro
err分享
err收藏
Optical Performance Monitoring of Multiple Parameters in Future Optical Networks
err2021-06-15
err31
PREAI
errWang, Dawei; Jiang, Hao; Liang, Guowei; Zhan, Qianxin; Mo, Yao; Sui, Qi; Li, Zhaohui
err分享
err收藏
GNPy: an open source application for physical layer aware open optical networks
err2020-03-16
err146
PREAI
errFerrari, Alessio; Filer, Mark; Balasubramanian, Karthikeyan; Yin, Yawei; Le Rouzic, Esther; Kundrat, Jan; Grammel, Gert; Galimberti, Gabriele; Curri, Vittorio
err分享
err收藏
Intra-Channel Nonlinearity Mitigation in Optical Fiber Transmission Systems Using Perturbation-Based Neural Network
err2022-11-01
err15
errOAAI
errDing, Jiazheng; Liu, Tiegen; Xu, Tongyang; Hu, Wenxiu; Popov, Sergei; Leeson, Mark S.; Zhao, Jian; Xu, Tianhua
err分享
err收藏
学者 查看更多内容