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A novel mixed frequency sampling discrete grey model for forecasting hard disk drive failure

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成果类型:
期刊论文
作者:
Chen, Rongxing;Xiao, Xinping*;Gao, Mingyun;Ding, Qi
通讯作者:
Xiao, Xinping
作者机构:
[Chen, Rongxing] School of Science, Wuhan University of Technology, Wuhan 430070, China
[Xiao, Xinping] School of Science, Wuhan University of Technology, Wuhan 430070, China. Electronic address: xiaoxp@whut.edu.cn
[Gao, Mingyun] School of Information Management, Central China Normal University, Wuhan 430079, China
[Ding, Qi] School of Business, Nanjing University, Nanjing 210008, China
通讯机构:
[Xinping Xiao] S
School of Science, Wuhan University of Technology, Wuhan 430070, China
语种:
英文
关键词:
Chimp optimization algorithm;Hard disk drive failure forecasting;Mixed data sampling;Mixed frequency sampling grey model
期刊:
ISA Transactions
ISSN:
0019-0578
年:
2024
卷:
147
页码:
304-327
基金类别:
CRediT authorship contribution statement Rongxing Chen: Data curation, Validation, Formal analysis, Investigation, Writing − original draft. Xinping Xiao: Conceptualization, Supervision, Project administration, Writing − review & editing, acquisition. Mingyun Gao: Validation, Supervision, Conceptualization. Qi Ding: Validation, Supervision, Writing − review & editing.
机构署名:
本校为其他机构
院系归属:
信息管理学院
摘要:
The mixed data sampling (MIDAS) model has attracted increasing attention due to its outstanding performance in dealing with mixed frequency data. However, most MIDAS model extension studies are based on statistical methods or machine learning models, which suffer from insufficient prediction performance and stability in small sample environments. To solve this problem, this paper proposes a novel mixed frequency sampling discrete grey model (MDGM(1, N)), which is a coupled form of the MIDAS model and discrete grey multivariate model. By adjusting the structure parameters, the model can be adap...

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