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Predictive maintenance framework for hard disk media production

Mohamed Noor, Megat Norulazmi Megat and Jusoh, Shaidah (2009) Predictive maintenance framework for hard disk media production. In: International Conference on Computing and Informatics 2009 (ICOCI09), 24-25 June 2009, Legend Hotel, Kuala Lumpur.

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Manufacturing yield control for hard disk media is getting tougher.This is proportional to the tremendous increases of its bit/inch2 storage capacity.With the significantly difficult lithography process will be involved and drastically increase in number of product total output volume that will be required in near future, conventional maintenance type is no longer feasible. This paper proposes a novel framework for the implementation of predictive maintenance in hard disk media production.A novel technique to visualize the temporal data into pattern that can be trained with machine learning algorithm is introduced. Predictive models were produced after dealing with imbalance datasets issue, ensemble datasets and data cleaning.Experimental results have indicated that the proposed framework is successful.

Item Type: Conference or Workshop Item (Paper)
Additional Information: ISBN 978-983--44150-2-0 Organized by: UUM College of Arts and Sciences, Universiti Utara Malaysia.
Uncontrolled Keywords: Hard Disk Media, Pattern Media Disk, Predictive Maintenance
Subjects: Q Science > QA Mathematics > QA76 Computer software
Divisions: College of Arts and Sciences
Depositing User: Mrs. Norazmilah Yaakub
Date Deposited: 02 Apr 2015 02:51
Last Modified: 02 Apr 2015 02:51
URI: http://repo.uum.edu.my/id/eprint/13535

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