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US Patent 11010222 Failure mode specific analytics using parametric models

Patent 11010222 was granted and assigned to SAP SE on May, 2021 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
SAP SE
SAP SE
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Current Assignee
SAP SE
SAP SE
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
110102220
Patent Inventor Names
Rashmi B. Shetty0
Date of Patent
May 18, 2021
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Patent Application Number
166946730
Date Filed
November 25, 2019
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Patent Citations
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US Patent 10261850 Aggregate predictive model and workflow for local execution
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US Patent 10353764 Automated identification of device status and resulting dynamic modification of device operations
Patent Primary Examiner
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Kamini B Patel
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Patent abstract

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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