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,Chongjin Xie

26th Optoelectronics and Communications Conference (2021), paper M4A.3（2021）

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摘要

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.

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关键词

data analytics,unsupervised learning enabled proactive maintenance,hyperscale data centers,proactive maintenance practice,in-field optical transceivers

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