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US Patent 11928613 Bearing fault diagnosis method based on fuzzy broad learning model

Patent 11928613 was granted and assigned to East China Jiaotong University on March, 2024 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
East China Jiaotong University
East China Jiaotong University
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Current Assignee
East China Jiaotong University
East China Jiaotong University
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119286130
Patent Inventor Names
Xiaotong Yang0
Jianmin Zhou0
Hongyan Yin0
Date of Patent
March 12, 2024
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Patent Application Number
183483270
Date Filed
July 6, 2023
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Patent Citations
‌
US Patent 11121788 Channel prediction method and system for MIMO wireless communication system
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Patent Primary Examiner
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Eric Nilsson
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CPC Code
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G06N 7/023
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Patent abstract

A bearing fault diagnosis method based on a fuzzy broad learning mode includes steps of constructing an initial fuzzy broad learning model based on a broad learning system and a fuzzy system, training the initial fuzzy broad learning model through training set data to obtain a target fuzzy broad learning model. The training set data includes a plurality of bearing vibration signal data with a fault type label; and a membership value of a bearing vibration signal data to be tested is calculated by the target fuzzy broad learning model. A fault type of the bearing to be tested is determined based on the membership value. The bearing fault diagnosis method reduces learning time. When determining the fault type of the bearing to be tested by the target fuzzy broad learning model, it has strong robustness, fast diagnosis speed and high fault diagnosis accuracy.

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