CN115053195A - 诊断装置 - Google Patents

诊断装置 Download PDF

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Publication number
CN115053195A
CN115053195A CN202180012892.5A CN202180012892A CN115053195A CN 115053195 A CN115053195 A CN 115053195A CN 202180012892 A CN202180012892 A CN 202180012892A CN 115053195 A CN115053195 A CN 115053195A
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CN
China
Prior art keywords
industrial machine
model
state
replacement
parts
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Pending
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CN202180012892.5A
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English (en)
Chinese (zh)
Inventor
佐藤和宏
饭岛一宪
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Fanuc Corp
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Fanuc Corp
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Application filed by Fanuc Corp filed Critical Fanuc Corp
Publication of CN115053195A publication Critical patent/CN115053195A/zh
Pending legal-status Critical Current

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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0286Modifications to the monitored process, e.g. stopping operation or adapting control
    • G05B23/0289Reconfiguration to prevent failure, e.g. usually as a reaction to incipient failure detection
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0297Reconfiguration of monitoring system, e.g. use of virtual sensors; change monitoring method as a response to monitoring results
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J9/00Program-controlled manipulators
    • B25J9/16Program controls
    • B25J9/1674Program controls characterised by safety, monitoring, diagnostic
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Program-control systems
    • G05B19/02Program-control systems electric
    • G05B19/18Numerical 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 program data in numerical form
    • G05B19/406Numerical 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 program data in numerical form characterised by monitoring or safety
    • G05B19/4063Monitoring general control system
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • G06Q10/20Administration of product repair or maintenance
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/32Operator till task planning
    • G05B2219/32229Repair fault product by replacing fault parts
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/33Director till display
    • G05B2219/33285Diagnostic
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/33Director till display
    • G05B2219/33324What to diagnose, whole system, test, simulate
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/39Robotics, robotics to robotics hand
    • G05B2219/39412Diagnostic of robot, estimation of parameters
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2223/00Indexing scheme associated with group G05B23/00
    • G05B2223/02Indirect monitoring, e.g. monitoring production to detect faults of a system

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Business, Economics & Management (AREA)
  • Manufacturing & Machinery (AREA)
  • Human Computer Interaction (AREA)
  • Human Resources & Organizations (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • Chemical & Material Sciences (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Tourism & Hospitality (AREA)
  • Theoretical Computer Science (AREA)
  • Strategic Management (AREA)
  • Robotics (AREA)
  • Mechanical Engineering (AREA)
  • Quality & Reliability (AREA)
  • Operations Research (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Economics (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Numerical Control (AREA)
CN202180012892.5A 2020-02-07 2021-02-05 诊断装置 Pending CN115053195A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2020020064 2020-02-07
JP2020-020064 2020-02-07
PCT/JP2021/004199 WO2021157676A1 (ja) 2020-02-07 2021-02-05 診断装置

Publications (1)

Publication Number Publication Date
CN115053195A true CN115053195A (zh) 2022-09-13

Family

ID=77199940

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202180012892.5A Pending CN115053195A (zh) 2020-02-07 2021-02-05 诊断装置

Country Status (5)

Country Link
US (1) US20230038415A1 (https=)
JP (1) JP7425094B2 (https=)
CN (1) CN115053195A (https=)
DE (1) DE112021000920T5 (https=)
WO (1) WO2021157676A1 (https=)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12585254B2 (en) * 2020-11-02 2026-03-24 Hitachi, Ltd. Industrial system, abnormality detection system, and abnormality detection method
JP7587472B2 (ja) * 2021-05-14 2024-11-20 株式会社日立製作所 機械学習システム及び機械学習システムによる機械学習モデル管理方法
DE102021213513A1 (de) * 2021-11-30 2023-06-01 Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung eingetragener Verein Verfahren zum Überwachen eines Produktionsprozesses in Echtzeit mittels einer Maschinen-Lern-Komponente
JPWO2023153193A1 (https=) * 2022-02-09 2023-08-17
JPWO2024116232A1 (https=) * 2022-11-28 2024-06-06

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11188572A (ja) * 1997-12-24 1999-07-13 Minoru Okada Nc工作機械の工具交換時における刃先位置設定方法及び、この方法を実行するnc工作機械
US20080266141A1 (en) * 2007-04-24 2008-10-30 Honeywell International, Inc. Methods for optimizing diagnostics reasoner models
CN106409120A (zh) * 2015-07-31 2017-02-15 发那科株式会社 机械学习方法及机械学习装置、以及故障预知装置及系统
JP2017140675A (ja) * 2016-02-10 2017-08-17 アイシン・エィ・ダブリュ株式会社 切削機械監視装置
JP2018018507A (ja) * 2016-07-15 2018-02-01 株式会社リコー 診断装置、プログラムおよび診断システム
CN108363952A (zh) * 2017-01-27 2018-08-03 大隈株式会社 诊断装置
US20190113911A1 (en) * 2016-04-15 2019-04-18 Mitsubishi Electric Corporation Plant control and monitoring system
CN110187672A (zh) * 2018-02-22 2019-08-30 发那科株式会社 故障诊断装置和机器学习装置

Family Cites Families (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7254749B2 (en) * 2002-10-16 2007-08-07 Sun Microsystems, Inc. System and method for storage of operational parameters on components
US6840445B2 (en) * 2002-12-09 2005-01-11 Caterpillar Inc. System and method for compiling a machine service history
JP4580846B2 (ja) * 2005-08-26 2010-11-17 ヤマザキマザック株式会社 Nc工作機械
GB0709420D0 (en) * 2007-05-17 2007-06-27 Rolls Royce Plc Machining process monitor
JP4453764B2 (ja) * 2008-02-22 2010-04-21 トヨタ自動車株式会社 車両診断装置、車両診断システム、診断方法
JP2009217708A (ja) 2008-03-12 2009-09-24 Omron Corp リモート装置及びi/o機器の交換時期管理システム
JP4730433B2 (ja) * 2008-12-24 2011-07-20 富士ゼロックス株式会社 故障診断システム、情報更新装置およびプログラム
JP5746128B2 (ja) * 2012-12-04 2015-07-08 ファナック株式会社 保守部品の交換時期判断機能を有する工作機械
WO2016157278A1 (ja) * 2015-03-27 2016-10-06 株式会社日立製作所 故障予兆診断システム、及びその方法
US10410135B2 (en) * 2015-05-21 2019-09-10 Software Ag Usa, Inc. Systems and/or methods for dynamic anomaly detection in machine sensor data
DE102016008987B4 (de) * 2015-07-31 2021-09-16 Fanuc Corporation Maschinenlernverfahren und Maschinenlernvorrichtung zum Lernen von Fehlerbedingungen, und Fehlervorhersagevorrichtung und Fehlervorhersagesystem, das die Maschinenlernvorrichtung einschließt
JP5845374B1 (ja) * 2015-08-05 2016-01-20 株式会社日立パワーソリューションズ 異常予兆診断システム及び異常予兆診断方法
JP5946572B1 (ja) * 2015-08-05 2016-07-06 株式会社日立パワーソリューションズ 異常予兆診断システム及び異常予兆診断方法
JP6572062B2 (ja) * 2015-08-26 2019-09-04 日立建機株式会社 診断装置
US10739764B2 (en) * 2016-07-15 2020-08-11 Ricoh Company, Ltd. Diagnostic apparatus, diagnostic system, diagnostic method, and recording medium
JP6805600B2 (ja) * 2016-07-21 2020-12-23 株式会社リコー 診断装置、診断システム、診断方法およびプログラム
US10352299B2 (en) * 2016-08-05 2019-07-16 General Electric Company System and method for automatically updating wind turbine data based on component self-identification
JP6705903B2 (ja) * 2016-09-02 2020-06-03 株式会社日立製作所 診断装置、診断方法及び診断プログラム
WO2018092957A1 (ko) * 2016-11-21 2018-05-24 주식회사 알고리고 신경망 모델에서 입력값에 대한 재학습 여부 결정 방법, 장치 및 프로그램
JP6386520B2 (ja) * 2016-12-13 2018-09-05 ファナック株式会社 数値制御装置及び機械学習装置
JP6450738B2 (ja) * 2016-12-14 2019-01-09 ファナック株式会社 工作機械における工具のビビり発生の予兆を検知する機械学習装置、cnc装置および機械学習方法
JP2019185415A (ja) 2018-04-11 2019-10-24 日産自動車株式会社 異常判定装置及び異常判定方法
JP2019185422A (ja) * 2018-04-11 2019-10-24 株式会社Ye Digital 故障予知方法、故障予知装置および故障予知プログラム
US10810513B2 (en) * 2018-10-25 2020-10-20 The Boeing Company Iterative clustering for machine learning model building

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11188572A (ja) * 1997-12-24 1999-07-13 Minoru Okada Nc工作機械の工具交換時における刃先位置設定方法及び、この方法を実行するnc工作機械
US20080266141A1 (en) * 2007-04-24 2008-10-30 Honeywell International, Inc. Methods for optimizing diagnostics reasoner models
CN106409120A (zh) * 2015-07-31 2017-02-15 发那科株式会社 机械学习方法及机械学习装置、以及故障预知装置及系统
JP2017140675A (ja) * 2016-02-10 2017-08-17 アイシン・エィ・ダブリュ株式会社 切削機械監視装置
US20190113911A1 (en) * 2016-04-15 2019-04-18 Mitsubishi Electric Corporation Plant control and monitoring system
JP2018018507A (ja) * 2016-07-15 2018-02-01 株式会社リコー 診断装置、プログラムおよび診断システム
CN108363952A (zh) * 2017-01-27 2018-08-03 大隈株式会社 诊断装置
CN110187672A (zh) * 2018-02-22 2019-08-30 发那科株式会社 故障诊断装置和机器学习装置

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DE112021000920T5 (de) 2022-11-24
JPWO2021157676A1 (https=) 2021-08-12
WO2021157676A1 (ja) 2021-08-12
US20230038415A1 (en) 2023-02-09
JP7425094B2 (ja) 2024-01-30

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