CN119744374A - 异常检测装置、异常检测方法以及异常检测程序 - Google Patents

异常检测装置、异常检测方法以及异常检测程序 Download PDF

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Publication number
CN119744374A
CN119744374A CN202280099424.0A CN202280099424A CN119744374A CN 119744374 A CN119744374 A CN 119744374A CN 202280099424 A CN202280099424 A CN 202280099424A CN 119744374 A CN119744374 A CN 119744374A
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CN
China
Prior art keywords
control signal
abnormality detection
abnormality
data
model
Prior art date
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Pending
Application number
CN202280099424.0A
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English (en)
Chinese (zh)
Inventor
桑岛昂平
立床雅司
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Mitsubishi Electric Corp
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Mitsubishi Electric Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Mitsubishi Electric Corp filed Critical Mitsubishi Electric Corp
Publication of CN119744374A publication Critical patent/CN119744374A/zh
Pending legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0221—Preprocessing measurements, e.g. data collection rate adjustment; Standardization of measurements; Time series or signal analysis, e.g. frequency analysis or wavelets; Trustworthiness of measurements; Indexes therefor; Measurements using easily measured parameters to estimate parameters difficult to measure; Virtual sensor creation; De-noising; Sensor fusion; Unconventional preprocessing inherently present in specific fault detection methods like PCA-based methods
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
    • G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks

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  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Testing And Monitoring For Control Systems (AREA)
CN202280099424.0A 2022-09-02 2022-09-02 异常检测装置、异常检测方法以及异常检测程序 Pending CN119744374A (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2022/033076 WO2024047859A1 (ja) 2022-09-02 2022-09-02 異常検知装置、異常検知方法、および、異常検知プログラム

Publications (1)

Publication Number Publication Date
CN119744374A true CN119744374A (zh) 2025-04-01

Family

ID=90099030

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202280099424.0A Pending CN119744374A (zh) 2022-09-02 2022-09-02 异常检测装置、异常检测方法以及异常检测程序

Country Status (5)

Country Link
US (1) US20250147500A1 (https=)
EP (1) EP4567536A4 (https=)
JP (1) JP7562055B2 (https=)
CN (1) CN119744374A (https=)
WO (1) WO2024047859A1 (https=)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN121117900B (zh) * 2025-11-13 2026-02-03 山东山开电力有限公司 基于变压器参数的数据异常监测方法及系统

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2456567B (en) * 2008-01-18 2010-05-05 Oxford Biosignals Ltd Novelty detection
JP5431235B2 (ja) * 2009-08-28 2014-03-05 株式会社日立製作所 設備状態監視方法およびその装置
JP5740459B2 (ja) 2009-08-28 2015-06-24 株式会社日立製作所 設備状態監視方法
JP2013045325A (ja) * 2011-08-25 2013-03-04 Hitachi Ltd 制御システムの制御装置及びエレベータシステム
JP7020876B2 (ja) * 2017-11-20 2022-02-16 株式会社東芝 決定装置、補正装置、決定システム、決定方法及びコンピュータプログラム
JP7016450B2 (ja) * 2019-06-06 2022-02-04 三菱電機株式会社 異常兆候検知装置、異常兆候検知方法、及び、異常兆候検知プログラム
JP7370237B2 (ja) * 2019-12-11 2023-10-27 ミネベアミツミ株式会社 モータ駆動制御装置、ファン、およびモータ駆動制御方法
JP2021135566A (ja) * 2020-02-25 2021-09-13 セイコーエプソン株式会社 推奨動作パラメーター決定方法、およびロボットシステム

Also Published As

Publication number Publication date
EP4567536A1 (en) 2025-06-11
JPWO2024047859A1 (https=) 2024-03-07
EP4567536A4 (en) 2025-10-01
WO2024047859A1 (ja) 2024-03-07
JP7562055B2 (ja) 2024-10-04
US20250147500A1 (en) 2025-05-08

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