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.:

US 10152394 B1

PDF
Full Text
Expired
Date of Patent:
Dec. 11, 2018

Filed:

Sep. 27, 2016
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Dustin W. Demetriou, Poughkeepsie, NY (US);

Vidhya Shankar Venkatesan, Bangalore, IN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06F 11/20 (2006.01); G06N 5/02 (2006.01); G06F 11/30 (2006.01); G06Q 10/00 (2012.01); G06F 11/00 (2006.01); G05B 23/02 (2006.01); G06Q 10/10 (2012.01);
U.S. Cl.
CPC ...
G06F 11/20 (2013.01); G06F 11/3006 (2013.01); G06F 11/3058 (2013.01); G06N 5/022 (2013.01); G05B 23/0283 (2013.01); G06F 11/008 (2013.01); G06F 11/3409 (2013.01); G06Q 10/10 (2013.01); G06Q 10/20 (2013.01);
Abstract

A system, method and computer program product for optimizing total cost of ownership (TCO) of a piece of IT equipment, e.g., a hard drive or server, using predictive analytics. The data center environment monitors and measures a number of environment variables, including temperature, Relative Humidity, and corrosion. For each piece of hardware, several pieces of data are assigned, including a criticality measure, an operational cost (function of environment), a static replacement cost, and a downtime cost (function of time). For each piece of hardware, if it has not yet failed, the system predicts a time-to-failure using the environment variables. If predicted time-to-failure exceeds an expected reference life criteria, real time TCO analytics is performed to minimize data center energy usage and/or maximize operational cost-efficiency.


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