WO2014160760A3 - Procédé et appareil pour utiliser des signatures d'interaction post-processus d'assemblage pour détecter des échecs d'assemblage - Google Patents

Procédé et appareil pour utiliser des signatures d'interaction post-processus d'assemblage pour détecter des échecs d'assemblage Download PDF

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Publication number
WO2014160760A3
WO2014160760A3 PCT/US2014/031837 US2014031837W WO2014160760A3 WO 2014160760 A3 WO2014160760 A3 WO 2014160760A3 US 2014031837 W US2014031837 W US 2014031837W WO 2014160760 A3 WO2014160760 A3 WO 2014160760A3
Authority
WO
WIPO (PCT)
Prior art keywords
articles
interaction
signatures
difference
correlation
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/US2014/031837
Other languages
English (en)
Other versions
WO2014160760A2 (fr
Inventor
Jianjun Wang
Thomas A. Fuhlbrigge
Jonas HAULIN
Gregory Rossano
David Alan Bourne
Biao Zhang
Alberto Rodriguez GARCIA
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.)
ABB Technology AG
Original Assignee
ABB Technology AG
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 ABB Technology AG filed Critical ABB Technology AG
Priority to CN201480028747.6A priority Critical patent/CN105229548B/zh
Publication of WO2014160760A2 publication Critical patent/WO2014160760A2/fr
Publication of WO2014160760A3 publication Critical patent/WO2014160760A3/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
    • G05B23/0218—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
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32201—Build statistical model of past normal proces, compare with actual process
    • 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)
  • General Engineering & Computer Science (AREA)
  • Manufacturing & Machinery (AREA)
  • Quality & Reliability (AREA)
  • Automatic Assembly (AREA)
  • Manipulator (AREA)
  • General Factory Administration (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

L'invention porte sur une technique pour détecter le succès d'un processus automatisé qui produit un article de manufacture. Un nombre statistiquement important d'articles réussis et défectueux sont produits par le processus automatisé. Chacun de ces articles fait l'objet d'une interaction avec une plateforme de test pour mesurer des signatures d'interaction qui indiquent des articles réussis et défectueux. Une corrélation de la différence entre les signatures d'interaction est calculée. Une signature d'interaction est ensuite obtenue pour un article fabriqué par le processus après les articles fabriqués antérieurement. La nouvelle signature d'interaction est analysée en termes de la différence de corrélation calculée afin de catégoriser automatiquement l'article de manufacture supplémentaire comme étant soit réussi soit défectueux. Une technique est également décrite pour optimiser le mouvement utilisé pour tester les articles fabriqués afin d'améliorer la corrélation de la différence entre les signaux d'interaction d'articles réussis et les signaux d'interaction d'articles défectueux.
PCT/US2014/031837 2013-03-27 2014-03-26 Procédé et appareil pour utiliser des signatures d'interaction post-processus d'assemblage pour détecter des échecs d'assemblage Ceased WO2014160760A2 (fr)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201480028747.6A CN105229548B (zh) 2013-03-27 2014-03-26 使用组装后过程交互印记来检测组装故障的方法和装置

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201361805864P 2013-03-27 2013-03-27
US61/805,864 2013-03-27

Publications (2)

Publication Number Publication Date
WO2014160760A2 WO2014160760A2 (fr) 2014-10-02
WO2014160760A3 true WO2014160760A3 (fr) 2014-11-13

Family

ID=50694025

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2014/031837 Ceased WO2014160760A2 (fr) 2013-03-27 2014-03-26 Procédé et appareil pour utiliser des signatures d'interaction post-processus d'assemblage pour détecter des échecs d'assemblage

Country Status (2)

Country Link
CN (1) CN105229548B (fr)
WO (1) WO2014160760A2 (fr)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2023184252A1 (fr) * 2022-03-30 2023-10-05 京东方科技集团股份有限公司 Procédé d'analyse de corrélation de données de processus de production, dispositif et support de stockage

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080262795A1 (en) * 2005-02-25 2008-10-23 Biogen Idec Ma Inc Process Equipment Monitoring
US20100235140A1 (en) * 2009-03-16 2010-09-16 Fuji Xerox Co., Ltd. Detected data processing apparatus and computer readable medium for detecting data

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6738450B1 (en) * 2002-12-10 2004-05-18 Agilent Technologies, Inc. System and method for cost-effective classification of an object under inspection
US8090676B2 (en) * 2008-09-11 2012-01-03 Honeywell International Inc. Systems and methods for real time classification and performance monitoring of batch processes
WO2011153156A2 (fr) 2010-06-02 2011-12-08 Abb Research Ltd Ensemble robotique à fixation partielle
CN102879881B (zh) * 2012-10-31 2015-03-04 中国科学院自动化研究所 元件夹持装置

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080262795A1 (en) * 2005-02-25 2008-10-23 Biogen Idec Ma Inc Process Equipment Monitoring
US20100235140A1 (en) * 2009-03-16 2010-09-16 Fuji Xerox Co., Ltd. Detected data processing apparatus and computer readable medium for detecting data

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
BURGES C J C: "A tutorial on support vector machines for pattern recognition", JOURNAL OF DATA MINING AND KNOWLEDGE DISCOVERY, NORWELL, MA, US, vol. 2, no. 2, 1 January 1998 (1998-01-01), pages 121 - 167, XP002087854, ISSN: 1384-5810, DOI: 10.1023/A:1009715923555 *
LINDSAY I SMITH: "A tutorial on Principal Components Analysis", 26 February 2002 (2002-02-26), pages 1 - 27, XP007910954, Retrieved from the Internet <URL:http://www.cs.otago.ac.nz/cosc453/student_tutorials/principal_components.pdf> [retrieved on 20140818] *
RODRIGUEZ A ET AL: "Failure detection in assembly: Force signature analysis", AUTOMATION SCIENCE AND ENGINEERING (CASE), 2010 IEEE CONFERENCE ON, IEEE, PISCATAWAY, NJ, USA, 21 August 2010 (2010-08-21), pages 210 - 215, XP031762575, ISBN: 978-1-4244-5447-1 *

Also Published As

Publication number Publication date
CN105229548B (zh) 2018-04-06
CN105229548A (zh) 2016-01-06
WO2014160760A2 (fr) 2014-10-02

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