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US Patent 11385950 Failure mode specific analytics using parametric models

Patent 11385950 was granted and assigned to SAP SE on July, 2022 by the United States Patent and Trademark Office.

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Patent
Patent

Patent attributes

Patent Applicant
SAP SE
SAP SE
Current Assignee
SAP SE
SAP SE
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11385950
Date of Patent
July 12, 2022
Patent Application Number
17235686
Date Filed
April 20, 2021
Patent Citations
‌
US Patent 10353764 Automated identification of device status and resulting dynamic modification of device operations
‌
US Patent 10261850 Aggregate predictive model and workflow for local execution
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US Patent 10901832 System for maintenance recommendation based on failure prediction
Patent Citations Received
‌
US Patent 11869284 Failure diagnosis device, failure diagnosis system, failure diagnosis method, and failure diagnosis program
0
Patent Primary Examiner
‌
Matthew M Kim
CPC Code
‌
G06F 11/0751
‌
G06F 11/0775
‌
G06N 20/00

Techniques for predicting failure mode specific reliability characteristics of tangible equipment using parametric probability models are disclosed. In some example embodiments, a computer system receives a model training configuration entered via a user interface, trains a failure curve model for a selected failure mode of a selected equipment model based on the model training configuration at a time indicated by training schedule data, generating, and generates analytical data for the selected failure mode of the selected equipment model using the trained failure curve model. The failure mode corresponds to a specific way in which the equipment model is capable of failing. In some example embodiments, the training of the failure curve model comprises determining a shape parameter and a scale parameter for the failure curve model based on a fitting of failure event data to a continuous probability distribution, and storing the parameters for use in generating the analytical data.

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