ATE462997T1 - Evaluieren der anomalie für einklassenklassifizierer bei der maschinenzustandsüberwachung - Google Patents
Evaluieren der anomalie für einklassenklassifizierer bei der maschinenzustandsüberwachungInfo
- Publication number
- ATE462997T1 ATE462997T1 AT06838908T AT06838908T ATE462997T1 AT E462997 T1 ATE462997 T1 AT E462997T1 AT 06838908 T AT06838908 T AT 06838908T AT 06838908 T AT06838908 T AT 06838908T AT E462997 T1 ATE462997 T1 AT E462997T1
- Authority
- AT
- Austria
- Prior art keywords
- anomaly
- evaluation
- class classifier
- condition monitoring
- single class
- Prior art date
Links
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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/18—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
- G05B19/406—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by monitoring or safety
- G05B19/4065—Monitoring tool breakage, life or condition
-
- 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
- G05B23/0281—Quantitative, e.g. mathematical distance; Clustering; Neural networks; Statistical analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
-
- 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
- G05B2219/31—From computer integrated manufacturing till monitoring
- G05B2219/31357—Observer based fault detection, use model
-
- 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
- G05B2219/34—Director, elements to supervisory
- G05B2219/34477—Fault prediction, analyzing signal trends
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Theoretical Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Mathematical Analysis (AREA)
- Evolutionary Biology (AREA)
- Bioinformatics & Computational Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Algebra (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Optimization (AREA)
- Probability & Statistics with Applications (AREA)
- Pure & Applied Mathematics (AREA)
- Human Computer Interaction (AREA)
- Manufacturing & Machinery (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US74299005P | 2005-12-07 | 2005-12-07 | |
| US11/563,241 US7567878B2 (en) | 2005-12-07 | 2006-11-27 | Evaluating anomaly for one class classifiers in machine condition monitoring |
| PCT/US2006/046199 WO2007067471A1 (en) | 2005-12-07 | 2006-12-04 | Evaluating anomaly for one-class classifiers in machine condition monitoring |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| ATE462997T1 true ATE462997T1 (de) | 2010-04-15 |
Family
ID=37909408
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| AT06838908T ATE462997T1 (de) | 2005-12-07 | 2006-12-04 | Evaluieren der anomalie für einklassenklassifizierer bei der maschinenzustandsüberwachung |
Country Status (6)
| Country | Link |
|---|---|
| US (2) | US7567878B2 (de) |
| EP (1) | EP1960853B8 (de) |
| AT (1) | ATE462997T1 (de) |
| DE (1) | DE602006013347D1 (de) |
| ES (1) | ES2342562T3 (de) |
| WO (1) | WO2007067471A1 (de) |
Families Citing this family (18)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| ES2332741T3 (es) * | 2005-12-05 | 2010-02-11 | Siemens Corporation | Uso de agrupamiento secuencial para seleccion de instancias en monitorizacion de estados de maquina. |
| US7797265B2 (en) * | 2007-02-26 | 2010-09-14 | Siemens Corporation | Document clustering that applies a locality sensitive hashing function to a feature vector to obtain a limited set of candidate clusters |
| US8249830B2 (en) * | 2009-06-19 | 2012-08-21 | Xerox Corporation | Method and system for automatically diagnosing faults in rendering devices |
| US9530109B2 (en) | 2010-09-28 | 2016-12-27 | International Business Machines Corporation | Iterative pattern generation algorithm for plate design problems |
| US9223667B2 (en) | 2011-11-09 | 2015-12-29 | Aktiebolaget Skf | Method for identifying root cause failure in a multi-parameter self learning machine application model |
| US8988238B2 (en) | 2012-08-21 | 2015-03-24 | General Electric Company | Change detection system using frequency analysis and method |
| JP5642748B2 (ja) * | 2012-09-18 | 2014-12-17 | ファナック株式会社 | 放電加工機のデータ収集システム |
| US9727821B2 (en) * | 2013-08-16 | 2017-08-08 | International Business Machines Corporation | Sequential anomaly detection |
| TWI608369B (zh) * | 2016-11-23 | 2017-12-11 | 財團法人工業技術研究院 | 分類方法、分類模組及電腦程式產品 |
| US10389739B2 (en) | 2017-04-07 | 2019-08-20 | Amdocs Development Limited | System, method, and computer program for detecting regular and irregular events associated with various entities |
| US10843341B2 (en) | 2017-05-05 | 2020-11-24 | Brooks Automation, Inc. | Method and apparatus for health assessment of a transport apparatus |
| TWI794229B (zh) * | 2017-05-05 | 2023-03-01 | 美商布魯克斯自動機械美國公司 | 用於運送裝置的健康評估的方法及裝置 |
| EP3511788B1 (de) * | 2018-01-12 | 2022-08-10 | Siemens Aktiengesellschaft | Überwachung von industrieprozessdaten |
| DE102018112003A1 (de) * | 2018-05-18 | 2019-11-21 | Maschinenfabrik Reinhausen Gmbh | Zustandsanalyse eines induktiven betriebsmittels |
| CN109255431B (zh) * | 2018-08-15 | 2021-11-16 | 北京航空航天大学 | 一种基于相关性矩阵的感知机网络诊断模型生成方法 |
| JP7343137B2 (ja) * | 2019-03-27 | 2023-09-12 | 株式会社toor | 状態判定装置及び状態判定方法 |
| CN112015894B (zh) * | 2020-08-19 | 2024-03-26 | 银江技术股份有限公司 | 一种基于深度学习的文本单类分类方法及系统 |
| CN114815763A (zh) * | 2021-01-27 | 2022-07-29 | 西门子股份公司 | 一种动态控制系统的异常检测方法、装置和计算机可读介质 |
Family Cites Families (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5742522A (en) | 1996-04-01 | 1998-04-21 | General Electric Company | Adaptive, on line, statistical method and apparatus for detection of broken bars in motors by passive motor current monitoring and digital torque estimation |
| US7308322B1 (en) * | 1998-09-29 | 2007-12-11 | Rockwell Automation Technologies, Inc. | Motorized system integrated control and diagnostics using vibration, pressure, temperature, speed, and/or current analysis |
| AU4733601A (en) | 2000-03-10 | 2001-09-24 | Cyrano Sciences Inc | Control for an industrial process using one or more multidimensional variables |
| GB0313002D0 (en) | 2003-06-06 | 2003-07-09 | Ncr Int Inc | Currency validation |
-
2006
- 2006-11-27 US US11/563,241 patent/US7567878B2/en active Active
- 2006-12-04 WO PCT/US2006/046199 patent/WO2007067471A1/en active Application Filing
- 2006-12-04 ES ES06838908T patent/ES2342562T3/es active Active
- 2006-12-04 AT AT06838908T patent/ATE462997T1/de active
- 2006-12-04 EP EP06838908A patent/EP1960853B8/de active Active
- 2006-12-04 DE DE602006013347T patent/DE602006013347D1/de active Active
-
2009
- 2009-03-23 US US12/408,882 patent/US7930122B2/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| US7567878B2 (en) | 2009-07-28 |
| EP1960853B8 (de) | 2010-06-23 |
| EP1960853B1 (de) | 2010-03-31 |
| WO2007067471A1 (en) | 2007-06-14 |
| US7930122B2 (en) | 2011-04-19 |
| US20070143038A1 (en) | 2007-06-21 |
| DE602006013347D1 (de) | 2010-05-12 |
| US20090234607A1 (en) | 2009-09-17 |
| EP1960853A1 (de) | 2008-08-27 |
| ES2342562T3 (es) | 2010-07-08 |
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