Explore deep auto-coder and big data learning to hard drive failure prediction: a two-level semi-supervised model-Reference-Cited by-同舟云学术

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

Published:2021-12-13 Issue: Volume: Page:1-23
ISSN:0954-0091
Container-title:Connection Science
language:en
Short-container-title:Connection Science

Author:

Ding Yan¹²,Zhai Yunan³,Zhai Yujuan⁴,Zhao Jia¹²

Affiliation:

1. School of Computer Technology and Engineering & STIC-PSSWRE, Changchun Institute of Technology, Changchun, People's Republic of China

2. College of Computer Science and Technology, Jilin University, Changchun, People's Republic of China

3. Information Center, Jilin Communications Polytechnic, Changchun, People's Republic of China

4. School of Chemistry and Life Sciences, Changchun University of Technology, Changchun, People's Republic of China

Funder

National Natural Science Foundation of China

the 13th Five-Year Plan Key Science and Technology Research Projects of Jilin Provincial Education Office

Theme Fund of Changchun Institute of Technology

the Key R & D Project of Jilin Province Science and Technology Development Plan

Industrial Technology R & D Special Project of Jilin Provincial Development and Reform Commission

Fourth Batch of Jilin Province Youth S & T Talent Lift Project

the Scientific Research Initiation Fund for Doctoral Innovation Team

Publisher

Informa UK Limited

Subject

Artificial Intelligence,Human-Computer Interaction,Software

Link

https://www.tandfonline.com/doi/pdf/10.1080/09540091.2021.2008320

Reference30 articles.

1. Backblaze (2020). https://www.backblaze.com/b2/hard-drive-test-data.html.

2. Chaves, I. C., de Paula, M. R. P., de Moura Leite, L. G., Gomes, J. P. P. & Machado, J. C. (2018, July 8–13). Hard disk drive failure prediction method based on a bayesian network. In 2018 International Joint Conference on Neural Networks, IJCNN 2018 (pp. 1–7). IEEE.

3. Hamerly, G. & Elkan, C. (2001, June 28–July 1). Bayesian approaches to failure prediction for disk drives. In Proceedings of the Eighteenth International Conference on Machine Learning (ICML 2001) (pp. 202–209). Morgan Kaufmann.

4. Han, S., Wu, J., Xu, E., He, C., Lee, P. P., Qiang, Y., Zheng, Q., Huang, T., Huang, Z. & Li, R. (2019). Robust data preprocessing for machine-learning-based disk failure prediction in cloud production environments. CoRR abs/1912.09722. http://arxiv.org/abs/1912.09722.

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