CA2387934A1 - A process for the monitoring and diagnostics of data from a remote asset - Google Patents

A process for the monitoring and diagnostics of data from a remote asset Download PDF

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Publication number
CA2387934A1
CA2387934A1 CA002387934A CA2387934A CA2387934A1 CA 2387934 A1 CA2387934 A1 CA 2387934A1 CA 002387934 A CA002387934 A CA 002387934A CA 2387934 A CA2387934 A CA 2387934A CA 2387934 A1 CA2387934 A1 CA 2387934A1
Authority
CA
Canada
Prior art keywords
data
remote asset
statistical
applying
data set
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
CA002387934A
Other languages
French (fr)
Other versions
CA2387934C (en
Inventor
Aidan Thomas Cardella
Evelyn Varner
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.)
General Electric Co
Original Assignee
General Electric Company
Aidan Thomas Cardella
Evelyn Varner
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 General Electric Company, Aidan Thomas Cardella, Evelyn Varner filed Critical General Electric Company
Publication of CA2387934A1 publication Critical patent/CA2387934A1/en
Application granted granted Critical
Publication of CA2387934C publication Critical patent/CA2387934C/en
Anticipated expiration legal-status Critical
Expired - Fee Related 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
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • 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
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
    • G05B23/0232—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on qualitative trend analysis, e.g. system evolution
    • 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
    • G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C3/00—Registering or indicating the condition or the working of machines or other apparatus, other than vehicles
    • 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
    • G05B2223/00—Indexing scheme associated with group G05B23/00
    • G05B2223/06—Remote monitoring

Abstract

A method for processing monitored data from a remote asset (5) to optimize maintenance and operation schedules, the method comprising the steps of collecting data from the remote asset, building a data set based on the data collected (20, 22, 24, 26), applying statistical scripts to the data set to create a statistical model (28, 30, 32, 34, 36), comparing the statistical model to the data set, (40, 42, 44, 46), creating a standardization model from the compared statistical model and the data set (48, 50), applying a trending algorithm to the data (52), deriving statistical based control limits, (54, 56, 58) and applying the control limits to a new set of collected data (60, 62).
CA002387934A 1999-10-28 2000-10-30 A process for the monitoring and diagnostics of data from a remote asset Expired - Fee Related CA2387934C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US16204899P 1999-10-28 1999-10-28
US60/162,048 1999-10-28
PCT/US2000/029864 WO2001031514A2 (en) 1999-10-28 2000-10-30 A process for the monitoring and diagnostics of data from a remote asset

Publications (2)

Publication Number Publication Date
CA2387934A1 true CA2387934A1 (en) 2001-05-03
CA2387934C CA2387934C (en) 2008-08-19

Family

ID=22583943

Family Applications (1)

Application Number Title Priority Date Filing Date
CA002387934A Expired - Fee Related CA2387934C (en) 1999-10-28 2000-10-30 A process for the monitoring and diagnostics of data from a remote asset

Country Status (7)

Country Link
US (1) US6480810B1 (en)
EP (1) EP1242923B1 (en)
AT (1) ATE426845T1 (en)
AU (1) AU768225B2 (en)
CA (1) CA2387934C (en)
DE (1) DE60041886D1 (en)
WO (1) WO2001031514A2 (en)

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US6957172B2 (en) 2000-03-09 2005-10-18 Smartsignal Corporation Complex signal decomposition and modeling
US7539597B2 (en) * 2001-04-10 2009-05-26 Smartsignal Corporation Diagnostic systems and methods for predictive condition monitoring
US20020183971A1 (en) * 2001-04-10 2002-12-05 Wegerich Stephan W. Diagnostic systems and methods for predictive condition monitoring
US6609051B2 (en) * 2001-09-10 2003-08-19 Daimlerchrysler Ag Method and system for condition monitoring of vehicles
DE10148214C2 (en) * 2001-09-28 2003-07-31 Daimler Chrysler Ag Method for providing a maintenance algorithm
US7050943B2 (en) * 2001-11-30 2006-05-23 General Electric Company System and method for processing operation data obtained from turbine operations
US20030158803A1 (en) * 2001-12-20 2003-08-21 Darken Christian J. System and method for estimation of asset lifetimes
US6688561B2 (en) * 2001-12-27 2004-02-10 General Electric Company Remote monitoring of grade crossing warning equipment
US6907379B1 (en) * 2002-11-25 2005-06-14 Advanced Micro Devices, Inc. System and method for processing tester information and visualization for parameter with multiple distributions in integrated circuit technology development
US7076343B2 (en) * 2003-02-20 2006-07-11 General Electric Company Portable communications device integrating remote control of rail track switches and movement of a locomotive in a train yard
US20040193467A1 (en) * 2003-03-31 2004-09-30 3M Innovative Properties Company Statistical analysis and control of preventive maintenance procedures
US7206965B2 (en) * 2003-05-23 2007-04-17 General Electric Company System and method for processing a new diagnostics case relative to historical case data and determining a ranking for possible repairs
US20050033464A1 (en) * 2003-08-06 2005-02-10 Siemens Dematic Electronics Assembly Systems, Inc. Real time closed-loop process control system for defect prevention
US7751325B2 (en) * 2003-08-14 2010-07-06 At&T Intellectual Property Ii, L.P. Method and apparatus for sketch-based detection of changes in network traffic
US7580812B2 (en) * 2004-01-28 2009-08-25 Honeywell International Inc. Trending system and method using window filtering
US20050171704A1 (en) * 2004-01-29 2005-08-04 Lewis Bradley M. Method for the automated quantification of power production, resource utilization and wear of turbines
US20050193270A1 (en) * 2004-02-12 2005-09-01 General Electric Company Mobile remote monitoring and diagnostics and method
US7177706B2 (en) * 2004-08-13 2007-02-13 Disney Enterprises, Inc. Automated attraction and ride maintenance verification system
US7173539B2 (en) * 2004-09-30 2007-02-06 Florida Power And Light Company Condition assessment system and method
NZ564357A (en) * 2005-06-03 2010-03-26 Commw Of Australia Matrix compression arrangements
KR100522029B1 (en) * 2005-07-27 2005-10-18 엔에이치엔(주) Method and system for detecting in real-time search terms whose popularity increase rapidly
US20070136028A1 (en) * 2005-12-12 2007-06-14 General Electric Company Monitoring system for machine operable in a plurality of operating modes
TW200745802A (en) 2006-04-14 2007-12-16 Dow Global Technologies Inc Process monitoring technique and related actions
US8275577B2 (en) * 2006-09-19 2012-09-25 Smartsignal Corporation Kernel-based method for detecting boiler tube leaks
US8311774B2 (en) 2006-12-15 2012-11-13 Smartsignal Corporation Robust distance measures for on-line monitoring
US7949497B2 (en) * 2007-04-12 2011-05-24 Siemens Corporation Machine condition monitoring using discontinuity detection
US8112381B2 (en) * 2007-11-02 2012-02-07 Siemens Corporation Multivariate analysis of wireless sensor network data for machine condition monitoring
US7953508B2 (en) * 2008-04-01 2011-05-31 Toyota Motor Engineering & Manufacturing North America, Inc. Quality control system and method thereof
US8374745B2 (en) * 2008-09-05 2013-02-12 GM Global Technology Operations LLC Telematics-enabled aggregated vehicle diagnosis and prognosis
US9267443B2 (en) 2009-05-08 2016-02-23 Gas Turbine Efficiency Sweden Ab Automated tuning of gas turbine combustion systems
US9671797B2 (en) 2009-05-08 2017-06-06 Gas Turbine Efficiency Sweden Ab Optimization of gas turbine combustion systems low load performance on simple cycle and heat recovery steam generator applications
US9354618B2 (en) 2009-05-08 2016-05-31 Gas Turbine Efficiency Sweden Ab Automated tuning of multiple fuel gas turbine combustion systems
US8437941B2 (en) 2009-05-08 2013-05-07 Gas Turbine Efficiency Sweden Ab Automated tuning of gas turbine combustion systems
US8532842B2 (en) * 2010-11-18 2013-09-10 General Electric Company System and method for remotely controlling rail vehicles
US9239991B2 (en) 2013-09-05 2016-01-19 General Electric Company Services support system and method
CN104731955A (en) * 2015-04-02 2015-06-24 龙源（北京）风电工程技术有限公司 Methods and systems for diagnostic standard establishment and intelligent diagnosis of wind generation set oil monitoring
CN106506645B (en) 2016-11-10 2019-11-22 中车青岛四方机车车辆股份有限公司 The monitoring method and system of rail vehicle
CN107426013B (en) * 2017-05-27 2020-04-10 重庆交通开投科技发展有限公司 Equipment information monitoring method, device and system
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Also Published As

Publication number Publication date
AU1444101A (en) 2001-05-08
EP1242923B1 (en) 2009-03-25
WO2001031514A2 (en) 2001-05-03
DE60041886D1 (en) 2009-05-07
AU768225B2 (en) 2003-12-04
US6480810B1 (en) 2002-11-12
ATE426845T1 (en) 2009-04-15
WO2001031514A3 (en) 2002-01-31
EP1242923A2 (en) 2002-09-25
CA2387934C (en) 2008-08-19

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Effective date: 20151030