DE602006009839D1 - Verwendung von sequentiellem clustering zur instanzenauswahl bei der maschinenzustandsüberwachung - Google Patents

Verwendung von sequentiellem clustering zur instanzenauswahl bei der maschinenzustandsüberwachung

Info

Publication number
DE602006009839D1
DE602006009839D1 DE602006009839T DE602006009839T DE602006009839D1 DE 602006009839 D1 DE602006009839 D1 DE 602006009839D1 DE 602006009839 T DE602006009839 T DE 602006009839T DE 602006009839 T DE602006009839 T DE 602006009839T DE 602006009839 D1 DE602006009839 D1 DE 602006009839D1
Authority
DE
Germany
Prior art keywords
state monitoring
machine state
sequential clustering
instance selection
representative
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
DE602006009839T
Other languages
English (en)
Inventor
Christian Balderer
Chao Yuan
Claus Neubauer
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.)
Siemens Corp
Original Assignee
Siemens Corporate Research Inc
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 Siemens Corporate Research Inc filed Critical Siemens Corporate Research Inc
Publication of DE602006009839D1 publication Critical patent/DE602006009839D1/de
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • 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
    • G05B23/0245—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 qualitative model, e.g. rule based; if-then decisions
    • G05B23/0248—Causal models, e.g. fault tree; digraphs; qualitative physics
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Automation & Control Theory (AREA)
  • Theoretical Computer Science (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Alarm Systems (AREA)
DE602006009839T 2005-12-05 2006-12-05 Verwendung von sequentiellem clustering zur instanzenauswahl bei der maschinenzustandsüberwachung Active DE602006009839D1 (de)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US74250505P 2005-12-05 2005-12-05
US56580506A 2006-12-01 2006-12-01
PCT/US2006/046361 WO2007067521A1 (en) 2005-12-05 2006-12-05 Use of sequential clustering for instance selection in machine condition monitoring

Publications (1)

Publication Number Publication Date
DE602006009839D1 true DE602006009839D1 (de) 2009-11-26

Family

ID=37814409

Family Applications (1)

Application Number Title Priority Date Filing Date
DE602006009839T Active DE602006009839D1 (de) 2005-12-05 2006-12-05 Verwendung von sequentiellem clustering zur instanzenauswahl bei der maschinenzustandsüberwachung

Country Status (6)

Country Link
US (1) US7716152B2 (de)
EP (1) EP1958034B1 (de)
AT (1) ATE445870T1 (de)
DE (1) DE602006009839D1 (de)
ES (1) ES2332741T3 (de)
WO (1) WO2007067521A1 (de)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8650137B2 (en) * 2008-10-20 2014-02-11 Siemens Corporation Method and apparatus for creating state estimation models in machine condition monitoring
EP2697985B1 (de) 2011-04-12 2018-06-06 Thomson Licensing Verfahren und vorrichtung zur codierung eines mesh-modells, codiertes mesh-modell sowie verfahren zur decodierung eines mesh-modells
US8988238B2 (en) 2012-08-21 2015-03-24 General Electric Company Change detection system using frequency analysis and method
CN105825228B (zh) * 2016-03-14 2019-04-30 百度在线网络技术（北京）有限公司 图像识别方法及装置
WO2018140337A1 (en) * 2017-01-26 2018-08-02 Siemens Aktiengesellschaft A unifying semi-supervised approach for machine condition monitoring and fault diagnosis
DE102018205660A1 (de) * 2018-04-13 2019-10-17 Siemens Aktiengesellschaft Simulieren von statistisch modellierten Sensordaten
PL3861415T3 (pl) * 2018-10-01 2024-02-05 Abb Schweiz Ag Sposób i układ sterowania do detekcji stanu wielu urządzeń procesowych w zakładzie przemysłowym
US11651276B2 (en) 2019-10-31 2023-05-16 International Business Machines Corporation Artificial intelligence transparency
CN111177301B (zh) * 2019-11-26 2023-05-26 云南电网有限责任公司昆明供电局 一种关键信息识别提取方法及系统
CN111488829A (zh) * 2020-04-10 2020-08-04 广东电网有限责任公司江门供电局 杆塔巡检照片分类方法、装置、电子设备以及存储介质

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6052485A (en) * 1997-02-03 2000-04-18 The United States Of America As Represented By The Secretary Of The Navy Fractal features used with nearest neighbor clustering for identifying clutter in sonar images
US7233692B2 (en) * 2002-11-14 2007-06-19 Lockheed Martin Corporation Method and computer program product for identifying output classes with multi-modal dispersion in feature space and incorporating multi-modal structure into a pattern recognition system
US7769561B2 (en) * 2005-12-01 2010-08-03 Siemens Corporation Robust sensor correlation analysis for machine condition monitoring
US7567878B2 (en) * 2005-12-07 2009-07-28 Siemens Corporate Research, Inc. Evaluating anomaly for one class classifiers in machine condition monitoring
US7958062B2 (en) * 2006-05-31 2011-06-07 Lockheed Martin Corporation Method and system of creating health operating envelope for dynamic systems by unsupervised learning of a sequence of discrete event codes

Also Published As

Publication number Publication date
ES2332741T3 (es) 2010-02-11
US20090043536A1 (en) 2009-02-12
WO2007067521A1 (en) 2007-06-14
US7716152B2 (en) 2010-05-11
EP1958034B1 (de) 2009-10-14
EP1958034A1 (de) 2008-08-20
ATE445870T1 (de) 2009-10-15

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Legal Events

Date Code Title Description
8327 Change in the person/name/address of the patent owner

Owner name: SIEMENS CORPORATION, PRINCETON, N.J., US

8327 Change in the person/name/address of the patent owner

Owner name: SIEMENS CORP., ISELIN, N.J., US

8364 No opposition during term of opposition
8327 Change in the person/name/address of the patent owner

Owner name: SIEMENS CORP. (N. D. GES. D. STAATES DELAWARE), US