CompQoTE: Generalizing QoT Estimation with Composable ML and End-to-End Learning

Hanyu Gao; Xiaoliang Chen; Lu Sun; Zhaohui Li; Zhaohui Li

doi:10.1364/OFC.2023.W4G.1

Optical Fiber Communication Conference (OFC) 2023
Technical Digest Series (Optica Publishing Group, 2023),
paper W4G.1
•https://doi.org/10.1364/OFC.2023.W4G.1

CompQoTE: Generalizing QoT Estimation with Composable ML and End-to-End Learning

Hanyu Gao, Xiaoliang Chen, Lu Sun, and Zhaohui Li

Optical Fiber Communication Conference 2023

San Diego California United States
5–9 March 2023
ISBN: 978-1-957171-18-0

From the session
Machine Learning for Estimation and Forecasting (W4G)

Not Accessible

Your library or personal account may give you access

Get PDF
Email
Share
Get Citation
Copy Citation Text
H. Gao, X. Chen, L. Sun, and Z. Li, "CompQoTE: Generalizing QoT Estimation with Composable ML and End-to-End Learning," in Optical Fiber Communication Conference (OFC) 2023, Technical Digest Series (Optica Publishing Group, 2023), paper W4G.1.

Export Citation
- BibTex
- Endnote (RIS)
- HTML
- Plain Text
Get Video
Citation alert
Save article

Abstract

This paper proposes CompQoTE, a composable QoT estimation design with end-to-end learning capability. Results show CompQoT can generalize arbitrary lightpaths while achieving > 90% estimation accuracy for unseen lightpaths.

PDF Article | Presentation Video

More Like This

Demonstration of Composable-ML-assisted Autonomous Lightpath Configuration over a Field-deployed SDM Network with 7-Core Fibers

Hanyu Gao, Xiaoliang Chen, Wenbang Zheng, Yingyu Chen, Yongguang Xiao, and Zhaohui Li
Th4C.2 Optical Fiber Communication Conference (OFC) 2023

Evol-TL: Evolutionary Transfer Learning for QoT Estimation in Multi-Domain Networks

Che-Yu Liu, Xiaoliang Chen, Roberto Proietti, and S. J. Ben Yoo
Th3D.1 Optical Fiber Communication Conference (OFC) 2020

Active vs Transfer Learning Approaches for QoT Estimation with Small Training Datasets

Dario Azzimonti, Cristina Rottondi, Alessandro Giusti, Massimo Tornatore, and Andrea Bianco
M4E.1 Optical Fiber Communication Conference (OFC) 2020

Previous Article Next Article

Presentation Video

Presentation video access is available to:

Optica Publishing Group subscribers
Technical meeting attendees
Optica members who wish to use one of their free downloads. Please download the article first. After downloading, please refresh this page.

Contact your librarian or system administrator
or
Log in to access Optica Member Subscription or free downloads