JP7396361B2 - 異常判定装置及び異常判定方法 - Google Patents
異常判定装置及び異常判定方法 Download PDFInfo
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- JP7396361B2 JP7396361B2 JP2021546079A JP2021546079A JP7396361B2 JP 7396361 B2 JP7396361 B2 JP 7396361B2 JP 2021546079 A JP2021546079 A JP 2021546079A JP 2021546079 A JP2021546079 A JP 2021546079A JP 7396361 B2 JP7396361 B2 JP 7396361B2
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- 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
- G05B19/00—Program-control systems
- G05B19/02—Program-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41875—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by quality surveillance of production
-
- 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
- G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
- G05B23/0235—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on a comparison with predetermined threshold or range, e.g. "classical methods", carried out during normal operation; threshold adaptation or choice; when or how to compare with the threshold
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- 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
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
- G05B23/0275—Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/32—Operator till task planning
- G05B2219/32368—Quality control
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/45—Nc applications
- G05B2219/45135—Welding
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- General Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Quality & Reliability (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| PCT/JP2019/036383 WO2021053717A1 (ja) | 2019-09-17 | 2019-09-17 | 異常判定装置及び異常判定方法 |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JPWO2021053717A1 JPWO2021053717A1 (https=) | 2021-03-25 |
| JPWO2021053717A5 JPWO2021053717A5 (https=) | 2022-07-08 |
| JP7396361B2 true JP7396361B2 (ja) | 2023-12-12 |
Family
ID=74883052
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021546079A Active JP7396361B2 (ja) | 2019-09-17 | 2019-09-17 | 異常判定装置及び異常判定方法 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US11604458B2 (https=) |
| EP (1) | EP4033219B1 (https=) |
| JP (1) | JP7396361B2 (https=) |
| CN (1) | CN114391093B (https=) |
| MX (1) | MX2022003138A (https=) |
| WO (1) | WO2021053717A1 (https=) |
Families Citing this family (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20230419402A1 (en) * | 2022-06-23 | 2023-12-28 | The Toronto-Dominion Bank | Systems and methods of optimizing machine learning models for automated anomaly detection |
| US12244469B2 (en) * | 2022-12-08 | 2025-03-04 | Microsoft Technology Licensing, Llc | System and method for supervised event monitoring |
| TR2022020156A2 (tr) * | 2022-12-23 | 2023-01-23 | Siskon Enduestriyel Otomasyon Sistemleri Sanayi Ve Ticaret Anonim Sirketi | Bi̇r uyari ve bi̇ldi̇ri̇m si̇stemi̇ |
| JP7731940B2 (ja) * | 2023-07-11 | 2025-09-01 | 株式会社Screenホールディングス | 吐出圧力監視装置、吐出圧力監視方法、コンピュータプログラム、および塗布装置 |
| WO2025225038A1 (ja) * | 2024-04-22 | 2025-10-30 | 三菱電機株式会社 | 情報処理装置、情報処理方法、及び情報処理プログラム |
Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2007257366A (ja) | 2006-03-23 | 2007-10-04 | Kagawa Univ | 診断装置及び診断方法 |
| WO2014176625A1 (en) | 2013-05-01 | 2014-11-06 | National Ict Australia Limited | Determining a health condition of a structure |
| US20180100784A1 (en) | 2016-10-06 | 2018-04-12 | General Electric Company | Multi-layer anomaly detection framework |
| JP2018120300A (ja) | 2017-01-23 | 2018-08-02 | 株式会社リコー | 情報処理装置、情報処理方法およびプログラム |
| JP2018142256A (ja) | 2017-02-28 | 2018-09-13 | ファナック株式会社 | 在庫管理および予防保全を行う機能を有する在庫管理システム |
| WO2019058775A1 (ja) | 2017-09-21 | 2019-03-28 | 株式会社アダコテック | 異常検出装置および異常検出方法 |
| JP2019124984A (ja) | 2018-01-12 | 2019-07-25 | 株式会社明電舎 | 設備診断装置、設備診断方法 |
| JP2019145079A (ja) | 2018-12-12 | 2019-08-29 | エヌ・ティ・ティ・コミュニケーションズ株式会社 | 異常監視装置、異常監視方法および異常監視プログラム |
Family Cites Families (24)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2837002B2 (ja) | 1991-10-22 | 1998-12-14 | 三菱重工業株式会社 | 溶接状況監視装置 |
| US6216066B1 (en) * | 1998-07-01 | 2001-04-10 | General Electric Company | System and method for generating alerts through multi-variate data assessment |
| JP4237610B2 (ja) * | 2003-12-19 | 2009-03-11 | 株式会社東芝 | 保守支援方法及びプログラム |
| JP4605132B2 (ja) * | 2006-09-29 | 2011-01-05 | パナソニック電工株式会社 | 異常検出装置、異常検出方法 |
| JP5058947B2 (ja) * | 2008-11-10 | 2012-10-24 | 株式会社日立製作所 | 端末、プログラム及び在庫管理方法 |
| CN102870057B (zh) * | 2010-04-08 | 2015-01-28 | 株式会社日立制作所 | 机械设备的诊断装置、诊断方法及诊断程序 |
| WO2012009804A1 (en) * | 2010-07-23 | 2012-01-26 | Corporation De L'ecole Polytechnique | Tool and method for fault detection of devices by condition based maintenance |
| US9286354B2 (en) * | 2011-08-15 | 2016-03-15 | Software Ag | Systems and/or methods for forecasting future behavior of event streams in complex event processing (CEP) environments |
| US9887937B2 (en) * | 2014-07-15 | 2018-02-06 | Cohesity, Inc. | Distributed fair allocation of shared resources to constituents of a cluster |
| CN104239694B (zh) * | 2014-08-28 | 2016-11-23 | 北京交通大学 | 一种城轨列车转向架的故障预测与视情维修方法 |
| US10509695B1 (en) * | 2015-03-30 | 2019-12-17 | ThetaRay Ltd. | System and method for anomaly detection in dynamically evolving data using low rank matrix decomposition |
| US10410135B2 (en) * | 2015-05-21 | 2019-09-10 | Software Ag Usa, Inc. | Systems and/or methods for dynamic anomaly detection in machine sensor data |
| US10296832B1 (en) * | 2015-12-05 | 2019-05-21 | ThetaRay Ltd. | System and method for detecting an undesirable event |
| JP6140331B1 (ja) * | 2016-04-08 | 2017-05-31 | ファナック株式会社 | 主軸または主軸を駆動するモータの故障予知を学習する機械学習装置および機械学習方法、並びに、機械学習装置を備えた故障予知装置および故障予知システム |
| US10489716B2 (en) * | 2016-07-08 | 2019-11-26 | Intellergy, Inc. | Method for performing automated analysis of sensor data time series |
| US10846308B2 (en) * | 2016-07-27 | 2020-11-24 | Anomalee Inc. | Prioritized detection and classification of clusters of anomalous samples on high-dimensional continuous and mixed discrete/continuous feature spaces |
| WO2018037541A1 (ja) * | 2016-08-25 | 2018-03-01 | 株式会社日立製作所 | 設備機器の異常診断装置及び異常診断方法 |
| US20180096261A1 (en) * | 2016-10-01 | 2018-04-05 | Intel Corporation | Unsupervised machine learning ensemble for anomaly detection |
| KR101916926B1 (ko) * | 2017-03-10 | 2018-11-12 | 광주과학기술원 | 비정상 정보 검출 기술을 적용한 스마트 미터 시스템 및 검출 방법 |
| US10969775B2 (en) * | 2017-06-23 | 2021-04-06 | Johnson Controls Technology Company | Predictive diagnostics system with fault detector for preventative maintenance of connected equipment |
| JP7010641B2 (ja) * | 2017-09-27 | 2022-01-26 | パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカ | 異常診断方法および異常診断装置 |
| EP3514555B1 (en) * | 2018-01-22 | 2020-07-22 | Siemens Aktiengesellschaft | Apparatus for monitoring an actuator system, method for providing an apparatus for monitoring an actuator system and method for monitoring an actuator system |
| CN110108486B (zh) * | 2018-01-31 | 2022-07-05 | 阿里巴巴集团控股有限公司 | 轴承故障预测方法、设备及系统 |
| CN109115501A (zh) * | 2018-07-12 | 2019-01-01 | 哈尔滨工业大学(威海) | 一种基于cnn与svm的民航发动机气路故障诊断方法 |
-
2019
- 2019-09-17 MX MX2022003138A patent/MX2022003138A/es unknown
- 2019-09-17 CN CN201980100264.5A patent/CN114391093B/zh active Active
- 2019-09-17 EP EP19945430.7A patent/EP4033219B1/en active Active
- 2019-09-17 WO PCT/JP2019/036383 patent/WO2021053717A1/ja not_active Ceased
- 2019-09-17 JP JP2021546079A patent/JP7396361B2/ja active Active
- 2019-09-17 US US17/761,505 patent/US11604458B2/en active Active
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2007257366A (ja) | 2006-03-23 | 2007-10-04 | Kagawa Univ | 診断装置及び診断方法 |
| WO2014176625A1 (en) | 2013-05-01 | 2014-11-06 | National Ict Australia Limited | Determining a health condition of a structure |
| US20180100784A1 (en) | 2016-10-06 | 2018-04-12 | General Electric Company | Multi-layer anomaly detection framework |
| JP2018120300A (ja) | 2017-01-23 | 2018-08-02 | 株式会社リコー | 情報処理装置、情報処理方法およびプログラム |
| JP2018142256A (ja) | 2017-02-28 | 2018-09-13 | ファナック株式会社 | 在庫管理および予防保全を行う機能を有する在庫管理システム |
| WO2019058775A1 (ja) | 2017-09-21 | 2019-03-28 | 株式会社アダコテック | 異常検出装置および異常検出方法 |
| JP2019124984A (ja) | 2018-01-12 | 2019-07-25 | 株式会社明電舎 | 設備診断装置、設備診断方法 |
| JP2019145079A (ja) | 2018-12-12 | 2019-08-29 | エヌ・ティ・ティ・コミュニケーションズ株式会社 | 異常監視装置、異常監視方法および異常監視プログラム |
Also Published As
| Publication number | Publication date |
|---|---|
| EP4033219A4 (en) | 2022-10-05 |
| CN114391093A (zh) | 2022-04-22 |
| MX2022003138A (es) | 2022-11-09 |
| CN114391093B (zh) | 2023-10-24 |
| EP4033219B1 (en) | 2023-10-11 |
| EP4033219A1 (en) | 2022-07-27 |
| WO2021053717A1 (ja) | 2021-03-25 |
| US20220350317A1 (en) | 2022-11-03 |
| US11604458B2 (en) | 2023-03-14 |
| JPWO2021053717A1 (https=) | 2021-03-25 |
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