Predictive Analysis and Screening Diagnosis of HDD Storage Deterioration Using Smart MI Strategies

Authors

  • V. S. Prakash, U. Udayakumar, G. Rohini, Vishal Ratansing Patil, Sudhir Shenai, R. Thiagarajan

DOI:

https://doi.org/10.17762/msea.v70i2.2087

Abstract

Data centres are predominantly increasing in complexity as the hard discs get older. Due to the continuous monitoring in computers, it can reduce the efficiency of the control over security. In this proposed approach, artificial intelligence with machine learning is used to predict the potential features in the disk. Statistical tests over compatibility determine the detection of hard disc features. Due to those improper ways of handling the system, proactive failure occurs. To analyse those different signs of hard disc failure, different techniques are utilized. These warning signs are recognised and detected to identify the early detection of the failure in the hard disk. Potential data losses destroy the hard disc files using the malware or virus-infected files. These data crashes fail up until the boot process, where they get corrupted. Firmware is a type of corruption that can make data unreadable and damage its integrity. The system halts the process due to electronic failure and a power surge. The AI is used to predict the failure over the hard drive model for identifying the exact precision. The HDD will overheat due to the high consumption of energy and overheating due to the maximum range. To avoid such disruption, failure is analysed using AI and machine learning. The comparative results are analysed and recognised to predict HDD failure using AI and MI methodologies. An external hard drive has to be checked and monitored based on the failure statistics report. Using the SVM, random forest, and nave Bayes classifier, we analyse the test parameters with accuracy and obtain approximate results.

Downloads

Published

2021-02-26

How to Cite

V. S. Prakash, U. Udayakumar, G. Rohini, Vishal Ratansing Patil, Sudhir Shenai, R. Thiagarajan. (2021). Predictive Analysis and Screening Diagnosis of HDD Storage Deterioration Using Smart MI Strategies. Mathematical Statistician and Engineering Applications, 70(2), 890–898. https://doi.org/10.17762/msea.v70i2.2087

Issue

Section

Articles