CN111164524A - 一种数控机床的故障诊断信息库的生成方法和装置 - Google Patents

一种数控机床的故障诊断信息库的生成方法和装置 Download PDF

Info

Publication number
CN111164524A
CN111164524A CN201780094679.7A CN201780094679A CN111164524A CN 111164524 A CN111164524 A CN 111164524A CN 201780094679 A CN201780094679 A CN 201780094679A CN 111164524 A CN111164524 A CN 111164524A
Authority
CN
China
Prior art keywords
fault
information base
diagnosis information
phenomenon
machine tool
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.)
Granted
Application number
CN201780094679.7A
Other languages
English (en)
Other versions
CN111164524B (zh
Inventor
孙琦
符昀华
范顺杰
阿明·鲁克斯
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 AG
Original Assignee
Siemens 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 Siemens AG filed Critical Siemens AG
Publication of CN111164524A publication Critical patent/CN111164524A/zh
Application granted granted Critical
Publication of CN111164524B publication Critical patent/CN111164524B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/23—Updating
    • G06F16/2365—Ensuring data consistency and integrity
    • 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
    • G05B19/4069—Simulating machining process on screen
    • 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
    • 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
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/23—Updating
    • G06F16/2379—Updates performed during online database operations; commit processing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • 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
    • G05B2219/33—Director till display
    • G05B2219/33099—Computer numerical control [CNC]; Software control [SWC]
    • 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
    • G05B2219/33—Director till display
    • G05B2219/33324—What to diagnose, whole system, test, simulate
    • 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)
  • Theoretical Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Computer Security & Cryptography (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Manufacturing & Machinery (AREA)
  • Human Computer Interaction (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Probability & Statistics with Applications (AREA)
  • Pure & Applied Mathematics (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Numerical Control (AREA)

Abstract

数控机床(10)的故障诊断信息库(201)的生成方法和装置，用以方便地提供全面的故障诊断的信息。该方法包括：设置数控机床(10)的故障条件(202)(S201)，在设置的每一种故障条件(202)下运行所述数控机床(10)的仿真模型(207)以产生一条故障(203)(S202)，并记录故障(203)的故障现象(204)，回溯产生每一种故障现象(204)的可能的故障(203)，以建立该故障现象(204)与产生该故障现象(204)的可能的故障(203)之间的关联关系(S203)；根据建立的关联关系生成所述数控机床(10)的故障诊断信息库(201)(S204)。由于运行的是数控机床(10)的仿真模型(207)，这样就可以方便地设置各种故障条件(202)。通过该方法建立的故障诊断信息库(201)具有故障情况覆盖全面，故障诊断信息丰富的优点。基于这样的故障诊断信息库(201)进行故障诊断的结果更准确。

Description

PCT国内申请，说明书已公开。

Claims (14)

  1. PCT国内申请，权利要求书已公开。
CN201780094679.7A 2017-09-30 2017-09-30 一种数控机床的故障诊断信息库的生成方法和装置 Active CN111164524B (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2017/105014 WO2019061499A1 (zh) 2017-09-30 2017-09-30 一种数控机床的故障诊断信息库的生成方法和装置

Publications (2)

Publication Number Publication Date
CN111164524A true CN111164524A (zh) 2020-05-15
CN111164524B CN111164524B (zh) 2023-09-01

Family

ID=65902249

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201780094679.7A Active CN111164524B (zh) 2017-09-30 2017-09-30 一种数控机床的故障诊断信息库的生成方法和装置

Country Status (4)

Country Link
US (1) US11188518B2 (zh)
EP (1) EP3674822B1 (zh)
CN (1) CN111164524B (zh)
WO (1) WO2019061499A1 (zh)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112000064A (zh) * 2020-09-10 2020-11-27 成都广泰威达数控技术股份有限公司 一种机械加工过程故障仿真记录方法
CN112347702A (zh) * 2020-12-01 2021-02-09 江苏南高智能装备创新中心有限公司 数控机床系统综合健康指数的计算方法及装置
CN112612247A (zh) * 2020-12-05 2021-04-06 深圳市云海互联技术有限公司 一种用计算机仿真分析软件诊断数控机床故障的方法

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112631204A (zh) * 2020-12-14 2021-04-09 成都航天科工大数据研究院有限公司 一种数控机床健康管理平台、终端、系统和方法
CN112650765B (zh) * 2020-12-30 2023-05-23 湖北文理学院 工位故障的判断方法、装置、设备及存储介质
CN113074770A (zh) * 2021-04-02 2021-07-06 广西玉柴机器股份有限公司 一种数字控制的手轮断线测试方法
CN113848804B (zh) * 2021-08-24 2023-09-12 安徽尤蒂卡智能科技有限公司 基于物联网的数控机床安全运行监管反馈系统
KR102524387B1 (ko) 2022-04-15 2023-04-24 주식회사 조은앱 가상 물류 거점과 물리적 물류 거점을 연동한 물류 배송 관리 방법
CN115981240B (zh) * 2023-03-22 2023-06-20 中科航迈数控软件(深圳)有限公司 数控机床故障原因确定方法、装置、设备及介质

Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH06324873A (ja) * 1993-05-13 1994-11-25 Mitsubishi Electric Corp 診断知識ベース入力方法および診断知識ベース出力方法および診断装置ならびに数値制御装置のリモートシステム
CN101770219A (zh) * 2010-01-29 2010-07-07 北京信息科技大学 一种车铣复合机床故障诊断知识库的知识获取方法
CN101984376A (zh) * 2010-11-19 2011-03-09 华中科技大学 一种数控机床故障模拟装置
CN102208028A (zh) * 2011-05-31 2011-10-05 北京航空航天大学 一种适用于动态复杂系统的故障预测和诊断方法
CN102736562A (zh) * 2012-07-10 2012-10-17 北京信息科技大学 面向数控机床故障诊断与故障预报的知识库构建方法
CN103698734A (zh) * 2013-10-25 2014-04-02 广西电网公司电力科学研究院 智能电表基于仿真的虚拟故障测试方法
CN104238453A (zh) * 2014-08-27 2014-12-24 李文革 一种数控机床故障检测与维修仿真训练平台系统
CN105527920A (zh) * 2014-09-29 2016-04-27 张学一 一种基于b/s的数控机床故障诊断系统
JP2017033526A (ja) * 2015-07-31 2017-02-09 ファナック株式会社 故障条件を学習する機械学習方法及び機械学習装置、並びに該機械学習装置を備えた故障予知装置及び故障予知システム
JP2017068678A (ja) * 2015-09-30 2017-04-06 株式会社牧野フライス製作所 工作機械の故障診断方法および工作機械の制御装置
CN107037782A (zh) * 2017-05-10 2017-08-11 北京数码大方科技股份有限公司 监控机床的方法和装置

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102937798B (zh) 2012-11-30 2015-02-18 重庆大学 一种人机结合的数控机床故障信息采集方法
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
US20170131710A1 (en) 2015-10-26 2017-05-11 Caterpillar Inc. Method and system for machine tool health early warning monitoring
CN106528723A (zh) 2016-10-27 2017-03-22 重庆大学 基于故障树的数控机床故障消除方案判别指示方法

Patent Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH06324873A (ja) * 1993-05-13 1994-11-25 Mitsubishi Electric Corp 診断知識ベース入力方法および診断知識ベース出力方法および診断装置ならびに数値制御装置のリモートシステム
CN101770219A (zh) * 2010-01-29 2010-07-07 北京信息科技大学 一种车铣复合机床故障诊断知识库的知识获取方法
CN101984376A (zh) * 2010-11-19 2011-03-09 华中科技大学 一种数控机床故障模拟装置
CN102208028A (zh) * 2011-05-31 2011-10-05 北京航空航天大学 一种适用于动态复杂系统的故障预测和诊断方法
CN102736562A (zh) * 2012-07-10 2012-10-17 北京信息科技大学 面向数控机床故障诊断与故障预报的知识库构建方法
CN103698734A (zh) * 2013-10-25 2014-04-02 广西电网公司电力科学研究院 智能电表基于仿真的虚拟故障测试方法
CN104238453A (zh) * 2014-08-27 2014-12-24 李文革 一种数控机床故障检测与维修仿真训练平台系统
CN105527920A (zh) * 2014-09-29 2016-04-27 张学一 一种基于b/s的数控机床故障诊断系统
JP2017033526A (ja) * 2015-07-31 2017-02-09 ファナック株式会社 故障条件を学習する機械学習方法及び機械学習装置、並びに該機械学習装置を備えた故障予知装置及び故障予知システム
JP2017068678A (ja) * 2015-09-30 2017-04-06 株式会社牧野フライス製作所 工作機械の故障診断方法および工作機械の制御装置
CN107037782A (zh) * 2017-05-10 2017-08-11 北京数码大方科技股份有限公司 监控机床的方法和装置

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
XUXIAOLI等: "Research_on_data_acquisition_and_database-building_technology_based_on_highend_CNC_machine_tool", 《COMMUNICATION SOFTWARE AND NETWORKS(ICCSN)》 *
任彬: "高档数控加工中心的远程动态知识库构建技术研究", 《沈阳大学学报》 *
周辉: "数控机床常见故障诊断专家系统的开发与设计", 《数字技术与应用》 *
王晗、徐小力等: "高档数控机床故障样本获取方法与建库技术研究", 《机械工业标准化与质量》 *
聂学俊等: "数控机床故障诊断系统开发", 《微计算机信息》 *

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112000064A (zh) * 2020-09-10 2020-11-27 成都广泰威达数控技术股份有限公司 一种机械加工过程故障仿真记录方法
CN112347702A (zh) * 2020-12-01 2021-02-09 江苏南高智能装备创新中心有限公司 数控机床系统综合健康指数的计算方法及装置
CN112347702B (zh) * 2020-12-01 2024-03-12 江苏南高智能装备创新中心有限公司 数控机床系统综合健康指数的计算方法及装置
CN112612247A (zh) * 2020-12-05 2021-04-06 深圳市云海互联技术有限公司 一种用计算机仿真分析软件诊断数控机床故障的方法
CN112612247B (zh) * 2020-12-05 2021-11-26 瑞涯科技(上海)股份有限公司 一种用计算机仿真分析软件诊断数控机床故障的方法

Also Published As

Publication number Publication date
EP3674822A1 (en) 2020-07-01
US11188518B2 (en) 2021-11-30
EP3674822A4 (en) 2021-04-07
US20200265033A1 (en) 2020-08-20
EP3674822B1 (en) 2022-10-26
WO2019061499A1 (zh) 2019-04-04
CN111164524B (zh) 2023-09-01

Similar Documents

Publication Publication Date Title
CN111164524B (zh) 一种数控机床的故障诊断信息库的生成方法和装置
US11474495B2 (en) Fault diagnosis method and apparatus for numerical control machine tool
US20140325486A1 (en) Techniques for testing software
CN111108481B (zh) 故障分析方法及相关设备
CN113009845B (zh) 一种卫星软件的仿真测试系统及方法
US20200019559A1 (en) Synchronizing object in local object storage node
EP3557453A1 (en) Method and device for determining data reading period
CN112685224A (zh) 任务管理的方法、设备和计算机程序产品
CN104794013A (zh) 定位系统运行状态、建立系统运行状态模型的方法及装置
US10831634B1 (en) Replication of user interface events
CN107357717B (zh) 检测配置错误的方法、装置及设备
CN111398703B (zh) 电压模数转换器的自动化测试方法、装置及存储介质
US10896093B2 (en) System reboot maintenance
CN109508484B (zh) 一种装配、拆卸方法及装置
CN109151021B (zh) 一种分布式存储系统文件锁特性测试方法和装置
JP7408815B2 (ja) 機械学習データ生成装置、機械学習装置、機械学習モデルの生成方法及びプログラム
CN111444091B (zh) 测试用例生成方法及装置
CN114071127A (zh) 直播视频延迟的测试方法、装置、存储介质及电子设备
CN108958658B (zh) 一种目标数据的获取方法及装置
CN111340976A (zh) 调试车辆模块的方法、装置、电子设备以及计算机可读存储介质
US20140335794A1 (en) System and Method for Automated Testing of Mobile Computing Devices
CN116431518B (zh) 一种基于仿真平台的多层级、多模式软件故障注入方法
CN113722236B (zh) 游戏调试方法、装置、设备、存储介质
CN116610545A (zh) 云管平台的可靠性测试方法、设备及计算机可读介质
CN113780878A (zh) 一种建筑施工监控方法及服务器

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant