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WO2012037429A3 - Prédiction de défaillance et maintenance - Google Patents

Prédiction de défaillance et maintenance Download PDF

Info

Publication number
WO2012037429A3
WO2012037429A3 PCT/US2011/051873 US2011051873W WO2012037429A3 WO 2012037429 A3 WO2012037429 A3 WO 2012037429A3 US 2011051873 W US2011051873 W US 2011051873W WO 2012037429 A3 WO2012037429 A3 WO 2012037429A3
Authority
WO
WIPO (PCT)
Prior art keywords
rules
failure prediction
maintenance
machine
ranking
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.)
Ceased
Application number
PCT/US2011/051873
Other languages
English (en)
Other versions
WO2012037429A2 (fr
Inventor
Dmitriy Fradkin
Fabian Moerchen
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 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 Siemens Corp filed Critical Siemens Corp
Priority to EP11761763.9A priority Critical patent/EP2616976A4/fr
Publication of WO2012037429A2 publication Critical patent/WO2012037429A2/fr
Publication of WO2012037429A3 publication Critical patent/WO2012037429A3/fr
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

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
    • 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
    • G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • General Physics & Mathematics (AREA)
  • Strategic Management (AREA)
  • Physics & Mathematics (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Development Economics (AREA)
  • Game Theory and Decision Science (AREA)
  • Educational Administration (AREA)
  • Automation & Control Theory (AREA)
  • Marketing (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Testing And Monitoring For Control Systems (AREA)

Abstract

La présente invention concerne un procédé de prédiction de défaillance dans un cycle de travail, comprenant les étapes consistant à générer une pluralité de règles permettant de prédire une défaillance (101), évaluer la pluralité de règles pour la prévisibilité par rapport à une machine et/ou à un ensemble de messages généré par la machine et/ou à un capteur générant des données de détection (102), classer la pluralité de règles en fonction de l'évaluation (103), et préciser une ou plusieurs règles de la pluralité de règles présentant un classement seuil (104).
PCT/US2011/051873 2010-09-16 2011-09-16 Prédiction de défaillance et maintenance Ceased WO2012037429A2 (fr)

Priority Applications (1)

Application Number Priority Date Filing Date Title
EP11761763.9A EP2616976A4 (fr) 2010-09-16 2011-09-16 Prédiction de défaillance et maintenance

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US38340210P 2010-09-16 2010-09-16
US61/383,402 2010-09-16

Publications (2)

Publication Number Publication Date
WO2012037429A2 WO2012037429A2 (fr) 2012-03-22
WO2012037429A3 true WO2012037429A3 (fr) 2012-07-19

Family

ID=44720149

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2011/051873 Ceased WO2012037429A2 (fr) 2010-09-16 2011-09-16 Prédiction de défaillance et maintenance

Country Status (2)

Country Link
EP (1) EP2616976A4 (fr)
WO (1) WO2012037429A2 (fr)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140336984A1 (en) * 2013-05-13 2014-11-13 Abb Technology Ag. Conditional monitoring of industrial systems
CN107655668B (zh) * 2017-09-20 2019-10-29 上海振华重工(集团)股份有限公司 港口机械的故障分析数据的采集方法
US11150630B2 (en) 2017-10-19 2021-10-19 International Business Machines Corporation Predictive maintenance utilizing supervised sequence rule mining
EP3769318B1 (fr) * 2018-03-23 2024-05-08 Koninklijke Philips N.V. Procédé d'auto-correction pour l'annotation d'un groupe de données à l'aide d'un mécanisme de rétroaction
EP3933589A1 (fr) 2020-06-30 2022-01-05 Roche Diagnostics GmbH Système de réaction de chaîne d'événements
CN112149868A (zh) * 2020-08-20 2020-12-29 汉威科技集团股份有限公司 用于燃气使用习惯和安全分析的智能诊断方法
CN116883007B (zh) * 2023-07-26 2025-06-10 长安汽车金融有限公司 一种催收动作推荐方法、系统、电子设备及存储介质

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6556950B1 (en) * 1999-09-30 2003-04-29 Rockwell Automation Technologies, Inc. Diagnostic method and apparatus for use with enterprise control
US20050044451A1 (en) * 2003-08-20 2005-02-24 Fry Scott Milton Apparatus, system, and method for developing failure prediction software
US6879973B2 (en) * 1999-07-14 2005-04-12 Hewlett-Packard Development Compant, Lp. Automated diagnosis of printer systems using bayesian networks
US20080004839A1 (en) * 2004-06-14 2008-01-03 Papadimitriou Wanda G Autonomous Remaining Useful Life Estimation
US20100010878A1 (en) * 2004-04-16 2010-01-14 Fortelligent, Inc. Predictive model development

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080126881A1 (en) * 2006-07-26 2008-05-29 Tilmann Bruckhaus Method and apparatus for using performance parameters to predict a computer system failure

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6879973B2 (en) * 1999-07-14 2005-04-12 Hewlett-Packard Development Compant, Lp. Automated diagnosis of printer systems using bayesian networks
US6556950B1 (en) * 1999-09-30 2003-04-29 Rockwell Automation Technologies, Inc. Diagnostic method and apparatus for use with enterprise control
US20050044451A1 (en) * 2003-08-20 2005-02-24 Fry Scott Milton Apparatus, system, and method for developing failure prediction software
US20100010878A1 (en) * 2004-04-16 2010-01-14 Fortelligent, Inc. Predictive model development
US20080004839A1 (en) * 2004-06-14 2008-01-03 Papadimitriou Wanda G Autonomous Remaining Useful Life Estimation

Also Published As

Publication number Publication date
EP2616976A2 (fr) 2013-07-24
WO2012037429A2 (fr) 2012-03-22
EP2616976A4 (fr) 2014-04-30

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