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.

Date of Patent:
Jul. 22, 2025

Filed:

Sep. 01, 2020
Applicant:

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

Inventors:

Adam Lee Griffin, Dubuque, IA (US);

Shikhar Kwatra, San Jose, CA (US);

Matthew Alzamora, Poughkeepsie, NY (US);

Patricia Wynne Mchann, Hernando, MS (US);

Christopher Denis Hardt, Hyde Park, NY (US);

David Beltran, Beacon, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 10/20 (2023.01); G06F 16/93 (2019.01); G06F 16/951 (2019.01); G06F 40/205 (2020.01); G06N 5/02 (2023.01); G06Q 30/0282 (2023.01); G16Y 10/75 (2020.01); G16Y 40/20 (2020.01);
U.S. Cl.
CPC ...
G06Q 10/20 (2013.01); G06F 16/93 (2019.01); G06F 16/951 (2019.01); G06F 40/205 (2020.01); G06N 5/02 (2013.01); G06Q 30/0282 (2013.01); G16Y 10/75 (2020.01); G16Y 40/20 (2020.01);
Abstract

A computer-implemented method, a computer program product for predictive device maintenance, and system for a plurality of Internet of Things (IoT) devices. One embodiment may comprise generating a risk score as a weighted measure of input data about an Internet of Things (IoT) device and a frequency of failure of the IoT device, determining an optimal time to trigger a predictive notification pertaining to the IoT device using the risk score, and at the determined optimal time, issuing the predictive notification. The risk score in some embodiments may indicate an estimate of loss of function of the IoT device.


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