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US Patent 11403160 Fault predicting system and fault prediction method

Patent 11403160 was granted and assigned to Hitachi, Ltd. on August, 2022 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent

Patent attributes

Patent Applicant
Current Assignee
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11403160
Date of Patent
August 2, 2022
Patent Application Number
16959630
Date Filed
January 19, 2018
Patent Citations
‌
US Patent 10048996 Predicting infrastructure failures in a data center for hosted service mitigation actions
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US Patent 10216558 Predicting drive failures
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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 11914460 Intelligently determining when to perform enhanced logging
0
Patent Primary Examiner
‌
Loan L. T. Truong
CPC Code
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G06F 11/0766
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G06F 11/008
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G06F 11/0754
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G06F 11/3452
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G06F 11/004
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G06F 11/0772
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G06F 11/076
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H04L 41/147
...

A reference time point which is equivalent to a fault-prediction-execution time point is sequentially changed by setting, as a symptom sensing period, a period from a time point which is a predetermined first period-length before the reference time point until the reference time point, and by setting, as a prediction target period, a period from the reference time point until a time point which is a predetermined second period-length after the reference time point if a fault does not occur in the period from the reference time point until the time point which is the second period-length after the reference time point, and a period from the reference time point until a fault-occurrence time point if a fault occurs in the period from the reference time point until the time point which is the second period-length after the reference time point, and machine learning is performed by using, as an explanatory variable, a feature quantity based on the operation log information of the symptom sensing period, and using, as a response variable, a fault index value based on whether or not there is a particular-event occurrence in the operation log information corresponding to a fault occurrence in the fault record information of the prediction target period, and a period-length from the reference time point until the fault-occurrence time point.

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