The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Feb. 25, 2020
Filed:
Oct. 24, 2017
Emc Ip Holding Company Llc, Hopkinton, MA (US);
EMC IP Holding Company LLC, Hopkinton, MA (US);
Abstract
Maintaining a data storage device having a plurality of physical storage units includes constructing a model that predicts failure of the physical storage units in the data storage device, where the model is trained using empirical data containing operational parameters of physical storage units, determining failure predictions of the physical storage units in the data storage device using the model, moving applications in the data storage device based on the failure predictions of the physical storage units in the data storage device, and maintaining the physical storage units in the data storage device according to the failure predictions of the physical storage units in the data storage device. The model may be constructed using a Random Forest Classifier model from the Scikit-Learn software package. Using empirical data containing operational parameters of physical storage units may include accessing publicly available empirical data.