Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group
Conferences > OECC > 2021 > M4A > M4A.3

Data Analytics and Unsupervised Learning Enabled Proactive Maintenance for Optical Transceivers in Hyperscale Data Centers

Chunxiao Wang, Lei Wang, Zhicheng Wang, Qin Chen, Peng Wang, Rui Lu, and Chongjin Xie

Not Accessible

Your library or personal account may give you access

Abstract

Proactive maintenance practice for in-field optical transceivers with the help of data analytics and unsupervised learning is presented. 94% of optical transceivers labeled by the proposed one-class SVM to be high-risk have obvious abnormalities.

© 2021 The Author(s)

PDF Article
More Like This
Data Analytics Practice for Reliability Management of Optical Transceivers in Hyperscale Data Centers

Jianqiang Li, Zhicheng Wang, Chunxiao Wang, Qin Chen, Peng Wang, Rui Lu, Songnian Fu, and Chongjin Xie
T3K.6 Optical Fiber Communication Conference (OFC) 2020

Characteristics of Field Operation Data for Optical Transceivers in Hyperscale Data Centers

Chongjin Xie, Chunxiao Wang, Qin Chen, Zhicheng Wang, Peng Wang, Rui Lu, and Lei Wang
Th2A.1 Optical Fiber Communication Conference (OFC) 2022

Machine-Learning-Aided Bandwidth and Topology Reconfiguration for Optical Data Center Networks

Roberto Proietti, Che-Yu Liu, Xiaoliang Chen, and S.J.Ben Yoo
W4A.4 Optical Fiber Communication Conference (OFC) 2021

View More...
Select as filters
Select Topics Cancel
Top
       
© Copyright 2024 | Optica Publishing Group. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies.
Privacy | Terms of Use