CN112351868A - 用于诊断机器过程的方法和系统 - Google Patents
用于诊断机器过程的方法和系统 Download PDFInfo
- Publication number
- CN112351868A CN112351868A CN201980043573.3A CN201980043573A CN112351868A CN 112351868 A CN112351868 A CN 112351868A CN 201980043573 A CN201980043573 A CN 201980043573A CN 112351868 A CN112351868 A CN 112351868A
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- CN
- China
- Prior art keywords
- input data
- machine process
- machine
- state
- classification
- 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.)
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Classifications
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B25—HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
- B25J—MANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
- B25J9/00—Programme-controlled manipulators
- B25J9/16—Programme controls
- B25J9/1602—Programme controls characterised by the control system, structure, architecture
- B25J9/161—Hardware, e.g. neural networks, fuzzy logic, interfaces, processor
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B25—HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
- B25J—MANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
- B25J9/00—Programme-controlled manipulators
- B25J9/16—Programme controls
- B25J9/1674—Programme controls characterised by safety, monitoring, diagnostic
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- 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
-
- 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
- G05B2219/33296—ANN for diagnostic, monitoring
Landscapes
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Mechanical Engineering (AREA)
- Robotics (AREA)
- Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Human Computer Interaction (AREA)
- Manufacturing & Machinery (AREA)
- General Physics & Mathematics (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Debugging And Monitoring (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
DE102018210520.0A DE102018210520B3 (de) | 2018-06-27 | 2018-06-27 | Verfahren und System zur Diagnose eines Maschinenprozesses |
DE102018210520.0 | 2018-06-27 | ||
PCT/EP2019/065845 WO2020002021A1 (de) | 2018-06-27 | 2019-06-17 | Verfahren und system zur diagnose eines maschinenprozesses |
Publications (1)
Publication Number | Publication Date |
---|---|
CN112351868A true CN112351868A (zh) | 2021-02-09 |
Family
ID=66951957
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201980043573.3A Pending CN112351868A (zh) | 2018-06-27 | 2019-06-17 | 用于诊断机器过程的方法和系统 |
Country Status (5)
Country | Link |
---|---|
EP (1) | EP3814070A1 (de) |
KR (1) | KR20210025048A (de) |
CN (1) | CN112351868A (de) |
DE (1) | DE102018210520B3 (de) |
WO (1) | WO2020002021A1 (de) |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5579232A (en) * | 1993-03-29 | 1996-11-26 | General Electric Company | System and method including neural net for tool break detection |
CN102498445A (zh) * | 2009-09-17 | 2012-06-13 | 西门子公司 | 用于机器状态监测的、使用规则生成的样本的监督故障学习 |
CN104640677A (zh) * | 2012-06-21 | 2015-05-20 | 睿信科机器人有限公司 | 训练和操作工业机器人 |
US20160078363A1 (en) * | 2014-09-17 | 2016-03-17 | Caterpillar Inc. | Method for Developing Machine Operation Classifier Using Machine Learning |
CN107644231A (zh) * | 2017-09-19 | 2018-01-30 | 广东工业大学 | 一种发电机转子故障诊断方法及装置 |
Family Cites Families (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5566092A (en) | 1993-12-30 | 1996-10-15 | Caterpillar Inc. | Machine fault diagnostics system and method |
JP4321581B2 (ja) * | 2006-11-30 | 2009-08-26 | パナソニック電工株式会社 | 工作機械総合監視装置 |
-
2018
- 2018-06-27 DE DE102018210520.0A patent/DE102018210520B3/de active Active
-
2019
- 2019-06-17 CN CN201980043573.3A patent/CN112351868A/zh active Pending
- 2019-06-17 WO PCT/EP2019/065845 patent/WO2020002021A1/de unknown
- 2019-06-17 EP EP19731709.2A patent/EP3814070A1/de not_active Withdrawn
- 2019-06-17 KR KR1020217000823A patent/KR20210025048A/ko unknown
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5579232A (en) * | 1993-03-29 | 1996-11-26 | General Electric Company | System and method including neural net for tool break detection |
CN102498445A (zh) * | 2009-09-17 | 2012-06-13 | 西门子公司 | 用于机器状态监测的、使用规则生成的样本的监督故障学习 |
CN104640677A (zh) * | 2012-06-21 | 2015-05-20 | 睿信科机器人有限公司 | 训练和操作工业机器人 |
US20160078363A1 (en) * | 2014-09-17 | 2016-03-17 | Caterpillar Inc. | Method for Developing Machine Operation Classifier Using Machine Learning |
CN107644231A (zh) * | 2017-09-19 | 2018-01-30 | 广东工业大学 | 一种发电机转子故障诊断方法及装置 |
Non-Patent Citations (1)
Title |
---|
WEI SONG LIN: "CMAC-based fault diagnosis of power transformers", PROCEEDINGS OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, pages 986 - 991 * |
Also Published As
Publication number | Publication date |
---|---|
KR20210025048A (ko) | 2021-03-08 |
DE102018210520B3 (de) | 2019-09-05 |
EP3814070A1 (de) | 2021-05-05 |
WO2020002021A1 (de) | 2020-01-02 |
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