Explore deep auto-coder and big data learning to hard drive failure prediction: a two-level semi-supervised model

Predicting impending failure of hard disk drives (HDDs) is crucial to avoid losing essential data and service downtime. However, most HDD failure prediction is being challenged by using labelled data itself to evaluate failure rate, while the fact that HDDs deteriorate gradually cannot be described...

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Bibliographic Details
Main Authors: Yan Ding, Yunan Zhai, Yujuan Zhai, Jia Zhao
Format: Article
Language:English
Published: Taylor & Francis Group 2022-12-01
Series:Connection Science
Subjects:
Online Access:http://dx.doi.org/10.1080/09540091.2021.2008320