GB9307096D0 - Neutral network based machine health monitoring system - Google Patents
Neutral network based machine health monitoring systemInfo
- Publication number
- GB9307096D0 GB9307096D0 GB939307096A GB9307096A GB9307096D0 GB 9307096 D0 GB9307096 D0 GB 9307096D0 GB 939307096 A GB939307096 A GB 939307096A GB 9307096 A GB9307096 A GB 9307096A GB 9307096 D0 GB9307096 D0 GB 9307096D0
- Authority
- GB
- United Kingdom
- Prior art keywords
- monitoring system
- network based
- health monitoring
- based machine
- neutral network
- 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
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
- 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
- G05B19/4063—Monitoring general control system
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
- G01M13/00—Testing of machine parts
- G01M13/02—Gearings; Transmission mechanisms
- G01M13/028—Acoustic or vibration analysis
-
- 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
- G05B2219/33027—Artificial neural network controller
-
- 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
- G05B2219/33037—Learn parameters of network offline, not while controlling system
-
- 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
- G05B2219/37—Measurements
- G05B2219/37122—Signal analyser
-
- 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
- G05B2219/37—Measurements
- G05B2219/37434—Measuring vibration of machine or workpiece or tool
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
GB9307096A GB2277151B (en) | 1993-04-05 | 1993-04-05 | Neural network based machine health monitoring system |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
GB9307096A GB2277151B (en) | 1993-04-05 | 1993-04-05 | Neural network based machine health monitoring system |
Publications (3)
Publication Number | Publication Date |
---|---|
GB9307096D0 true GB9307096D0 (en) | 1993-05-26 |
GB2277151A GB2277151A (en) | 1994-10-19 |
GB2277151B GB2277151B (en) | 1997-06-25 |
Family
ID=10733369
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
GB9307096A Expired - Fee Related GB2277151B (en) | 1993-04-05 | 1993-04-05 | Neural network based machine health monitoring system |
Country Status (1)
Country | Link |
---|---|
GB (1) | GB2277151B (en) |
Families Citing this family (19)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
DE19637651A1 (en) * | 1996-09-16 | 1998-03-19 | Abb Patent Gmbh | Process visualization methods |
DE19734947B4 (en) | 1997-08-13 | 2010-04-29 | Otte, Ralf, Dr. | Method for controlling process operations |
GB0016561D0 (en) * | 2000-07-05 | 2000-08-23 | Rolls Royce Plc | Health monitoring |
US6999884B2 (en) | 2003-01-10 | 2006-02-14 | Oxford Biosignals Limited | Bearing anomaly detection and location |
US8407785B2 (en) | 2005-08-18 | 2013-03-26 | The Trustees Of Columbia University In The City Of New York | Systems, methods, and media protecting a digital data processing device from attack |
CA2626993A1 (en) | 2005-10-25 | 2007-05-03 | The Trustees Of Columbia University In The City Of New York | Methods, media and systems for detecting anomalous program executions |
JP4301278B2 (en) | 2006-09-29 | 2009-07-22 | パナソニック電工株式会社 | Machine tool machining dimension prediction device |
WO2008055156A2 (en) | 2006-10-30 | 2008-05-08 | The Trustees Of Columbia University In The City Of New York | Methods, media, and systems for detecting an anomalous sequence of function calls |
US20120330578A1 (en) * | 2011-06-22 | 2012-12-27 | Honeywell International Inc. | Severity analysis apparatus and method for shafts of rotating machinery |
EP2756366B1 (en) | 2011-09-15 | 2020-01-15 | The Trustees of Columbia University in the City of New York | Systems, methods, and media for detecting return-oriented programming payloads |
CN102721941B (en) * | 2012-06-20 | 2014-08-20 | 北京航空航天大学 | Method for fusing and diagnosing fault information of circuit of electric meter on basis of SOM (self-organized mapping) and D-S (Dempster-Shafer) theories |
CN103267652B (en) * | 2013-05-24 | 2015-05-20 | 北京工业大学 | Intelligent online diagnosis method for early failures of equipment |
CN103852255B (en) * | 2013-11-15 | 2017-06-06 | 北京能高自动化技术股份有限公司 | Based on neutral net wind power generating set typical case's drive failures intelligent diagnosing method |
EP3073337B1 (en) * | 2015-03-24 | 2023-11-15 | Fabian Sacharowitz | Actuating device for fittings with measurement and processing device for the fittings impact sound |
CN106198005B (en) * | 2016-08-30 | 2018-08-03 | 北京首钢自动化信息技术有限公司 | A kind of multiaxis monitoring point wind turbine Shaft chattering fluctuation that shakes judges method with processing |
CN107576491A (en) * | 2017-10-18 | 2018-01-12 | 河海大学 | A kind of breaker mechanical fault recognition method |
CN107704712A (en) * | 2017-10-31 | 2018-02-16 | 郑州恩普特科技股份有限公司 | Mechanical failure diagnostic method and system based on vector spectrum feature extraction |
CN109901537B (en) * | 2019-03-18 | 2020-09-29 | 北京大通惠德科技有限公司 | Mechanical equipment running state monitoring method and system for edge computing side |
CN110940518B (en) * | 2019-11-27 | 2021-08-24 | 中北大学 | Aerospace transmission mechanism analysis method based on fault data |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH0692914B2 (en) * | 1989-04-14 | 1994-11-16 | 株式会社日立製作所 | Equipment / facility condition diagnosis system |
JPH03154896A (en) * | 1989-11-13 | 1991-07-02 | Toshiba Corp | Diagnostic system for abnormality of recirculation pump of nuclear reactor |
CA2096069C (en) * | 1992-05-14 | 1998-09-01 | Shuichi Kawasaki | Vibration detection and reduction system and vibration sensors for use in micro-gravity environment |
-
1993
- 1993-04-05 GB GB9307096A patent/GB2277151B/en not_active Expired - Fee Related
Also Published As
Publication number | Publication date |
---|---|
GB2277151A (en) | 1994-10-19 |
GB2277151B (en) | 1997-06-25 |
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Legal Events
Date | Code | Title | Description |
---|---|---|---|
PCNP | Patent ceased through non-payment of renewal fee |
Effective date: 20020405 |