A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications

被引:3
|
作者
Mueller, Jasper [1 ]
Patri, Sai Kireet [1 ,2 ]
Fehenberger, Tobias [1 ]
Mas-Machuca, Carmen [2 ]
Griesser, Helmut [1 ]
Elbers, Joerg-Peter [1 ]
机构
[1] ADVA, Fraunhoferstr 9a, D-82152 Martinsried, Germany
[2] Tech Univ Munich, Chair Commun Networks, Arcisstr 21, Munich, Germany
关键词
PREDICTION; QUALITY;
D O I
10.1109/ECOC52684.2021.9606064
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An ML model based on precomputed per-channel SCI is proposed. Due to its superior accuracy over closed-form GN, an average SNR gain of 1.1 dB in an end-to-end link optimization and a 40% reduction in required lightpaths to meet traffic requests in a network planning scenario are shown.
引用
收藏
页数:4
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