A Transformer-Based Inverse Design for GSNR Optimization of C+L Band Transmission Systems

Conference: ECOC 2024 - 50th European Conference on Optical Communication
09/22/2024 - 09/26/2024 at Frankfurt, Germany

Proceedings: ITG-Fb. 317: ECOC 2024

Pages: 4Language: englishTyp: PDF

Authors:
Hamgini, Behnam B; Saber, Md Ghulam; Najafi, Hossein; Guo, Qingyi; Jiang, Zhiping; Zhang, Zhuhong

Abstract:
We present an inverse design based on Transformers and show applications for GSNR optimization in C+L band transmission. We show that Transformers outperform feed-forward models in accuracy of launch power prediction specifically at higher target GSNRs and has the ability to identify near-optimum launch powers.