Invention Grant
- Patent Title: Devices, systems, and methods for forecasting device failures
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Application No.: US16924791Application Date: 2020-07-09
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Publication No.: US11431858B2Publication Date: 2022-08-30
- Inventor: Jeffrey David Kane
- Applicant: Canon Solutions America, Inc.
- Applicant Address: US NY Melville
- Assignee: Canon Solutions America, Inc.
- Current Assignee: Canon Solutions America, Inc.
- Current Assignee Address: US NY Melville
- Agency: Canon U.S.A., Inc. IP Division
- Main IPC: H04N1/00
- IPC: H04N1/00 ; G06N3/08 ; G06N20/00

Abstract:
Devices, systems, and methods obtain sensor data that were generated by a plurality of sensors; obtain event data that include occurrences of an event; calculate first characteristics of the sensor data that were generated by the plurality of sensors within a temporal range of an occurrence of the event; identify, in the sensor data, sensor data that were generated by the plurality of sensors within the temporal range of at least one other occurrence of the event based on the first characteristics; calculate second characteristics of the sensor data that were generated by the plurality of sensors within the temporal range of the at least one other occurrence of the event, normalize at least some of the sensor data based on the first characteristics and on the second characteristics, thereby generating normalized sensor data, and train a machine-learning model based on the normalized sensor data.
Public/Granted literature
- US20220014635A1 DEVICES, SYSTEMS, AND METHODS FOR FORECASTING DEVICE FAILURES Public/Granted day:2022-01-13
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