Hard drive failure prediction using decision trees

J Li, RJ Stones, G Wang, X Liu, Z Li, M Xu - Reliability Engineering & …, 2017 - Elsevier
This paper proposes two hard drive failure prediction models based on Decision Trees
(DTs) and Gradient Boosted Regression Trees (GBRTs) which perform well in prediction …

Predicting failures in hard drives with LSTM networks

FD dos Santos Lima, GMR Amaral… - 2017 Brazilian …, 2017 - ieeexplore.ieee.org
Several research has been done to propose early failure detection techniques for hard disk
drives in order to improve storage systems availability and avoid data loss. Failure prediction …

Transfer learning for Bayesian networks with application on hard disk drives failure prediction

FLF Pereira, FD dos Santos Lima… - 2017 Brazilian …, 2017 - ieeexplore.ieee.org
Predicting failure in Hard Disk Drives (HDD) is of fundamental importance for data loss
avoidance as well as to lower the downtime costs of a system. As a consequence, an …

[PDF][PDF] A Stable Model to Predict the Hard disk failure

VK Mittinamalli Thandapani - 2017 - norma.ncirl.ie
The increase in the production of digital information every second has raised the demand for
storage as its counterpart. Hard disk serves an important storage device but subjected to …