Channel Power Control for Full C-band Generalized Signal-to-Noise Ratio Optimization Based on Deep Reinforcement Learning

A model-free method based on deep reinforcement learning is implemented to control channel power for GSNR optimization. Flat GSNR covering entire C-band is achieved across 1440 km transmission with uneven gain profile of EDFA.

Authors

Minghui Shi (ORCID: https://orcid.org/0000-0002-3057-2371)
Lilin Yi (ORCID: https://orcid.org/0000-0002-6039-9063)
Weisheng Hu (ORCID: https://orcid.org/0000-0002-6168-2688)
Zekun Niu
Xiao Jin (ORCID: https://orcid.org/0000-0002-5068-7838)
Lyu Li

Institutions

Shanghai Jiao Tong University (CN)

Publication Details

Published: 2024-11-02
DOI: https://doi.org/10.1109/acp/ipoc63121.2024.10809907
Primary Topic: Advanced Adaptive Filtering Techniques
Type: article
Field-Weighted Citation Impact: 0.00

Controls

|||

ALL TIME

JAN

FEB

MAR

APR

MAY

JUN

JUL

AUG

SEP

OCT

article

Channel Power Control for Full C-band Generalized Signal-to-Noise Ratio Optimization Based on Deep Reinforcement Learning

Minghui Shi, Lilin Yi, Weisheng Hu, Zekun Niu et al.

Nov 2, 2024

Advanced Adaptive Filtering Techniques

article

Channel Power Control for Full C-band Generalized Signal-to-Noise Ratio Optimization Based on Deep Reinforcement Learning

Minghui Shi, Lilin Yi, Weisheng Hu, Zekun Niu, Xiao Jin, Lyu Li

November 2, 2024article en

Abstract

A model-free method based on deep reinforcement learning is implemented to control channel power for GSNR optimization. Flat GSNR covering entire C-band is achieved across 1440 km transmission with uneven gain profile of EDFA.

Shanghai Jiao Tong University (CN)

Openalex Percentile: Top 73%

Advanced Adaptive Filtering Techniques

DOI Source OpenAlex

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Channel Power Control for Full C-band Generalized Signal-to-Noise Ratio Optimization Based on Deep Reinforcement Learning — Minghui Shi, Lilin Yi, et al. · (2024) | TGRS Research Map | TGRS