WO2007067644A3 - Self-diagnostic process control loop for a process plant - Google Patents

Self-diagnostic process control loop for a process plant Download PDF

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Publication number
WO2007067644A3
WO2007067644A3 PCT/US2006/046589 US2006046589W WO2007067644A3 WO 2007067644 A3 WO2007067644 A3 WO 2007067644A3 US 2006046589 W US2006046589 W US 2006046589W WO 2007067644 A3 WO2007067644 A3 WO 2007067644A3
Authority
WO
WIPO (PCT)
Prior art keywords
process control
control loop
diagnostic
adaptive
self
Prior art date
Application number
PCT/US2006/046589
Other languages
French (fr)
Other versions
WO2007067644A2 (en
Inventor
Terrence L Blevins
Wilhelm K Wojsznis
Gregory K Mcmillan
Peter Wojsznis
Original Assignee
Fisher Rosemount Systems Inc
Terrence L Blevins
Wilhelm K Wojsznis
Gregory K Mcmillan
Peter Wojsznis
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 Fisher Rosemount Systems Inc, Terrence L Blevins, Wilhelm K Wojsznis, Gregory K Mcmillan, Peter Wojsznis filed Critical Fisher Rosemount Systems Inc
Priority to GB0810146A priority Critical patent/GB2446344B/en
Priority to CN200680045686XA priority patent/CN101322086B/en
Priority to EP06839107A priority patent/EP1963939A2/en
Priority to JP2008544487A priority patent/JP5096358B2/en
Priority to EP15152084.8A priority patent/EP2889712B1/en
Publication of WO2007067644A2 publication Critical patent/WO2007067644A2/en
Publication of WO2007067644A3 publication Critical patent/WO2007067644A3/en
Priority to HK08113420.5A priority patent/HK1124132A1/en

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
    • 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
    • G05B23/0243—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 model based detection method, e.g. first-principles knowledge model
    • G05B23/0245—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 model based detection method, e.g. first-principles knowledge model based on a qualitative model, e.g. rule based; if-then decisions
    • G05B23/0251—Abstraction hierarchy, e.g. "complex systems", i.e. system is divided in subsystems, subsystems are monitored and results are combined to decide on status of whole 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
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion 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
    • G05B19/00—Programme-control systems
    • G05B19/02—Programme-control systems electric
    • G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS], computer integrated manufacturing [CIM]
    • G05B19/4184—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS], computer integrated manufacturing [CIM] characterised by fault tolerance, reliability of production 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring

Abstract

A method of diagnosing an adaptive process control loop includes measuring process control loop signal data, generating a plurality of process control loop parameters from the process loop signal data and evaluating a condition of the adaptive process control loop from one or more of the plurality of process control loop parameters. The process control loop data is generated a a result of a normal operation of one or more process control devices within the adaptive process control loop when the adaptive process control loop is connected on-line within a process control environment. A self-diagnostic process control loop includes a diagnostic tool (602) adapted to receive a diagnostic index (610, 604) pertaining to a process control loop parameter for each component of the process control loop and for the complete process control loop. Each diagnostic index is generated from signal data by a corresponding index computation tool. The diagnostic tool (602) is further adapted to evaluate a condition of the process control loop from one or more of the diagnostic indices.
PCT/US2006/046589 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant WO2007067644A2 (en)

Priority Applications (6)

Application Number Priority Date Filing Date Title
GB0810146A GB2446344B (en) 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant
CN200680045686XA CN101322086B (en) 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant
EP06839107A EP1963939A2 (en) 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant
JP2008544487A JP5096358B2 (en) 2005-12-05 2006-12-05 Self-diagnosis process control loop for process plants
EP15152084.8A EP2889712B1 (en) 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant
HK08113420.5A HK1124132A1 (en) 2005-12-05 2008-12-10 Self-diagnostic process control loop for a process plant

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US74232005P 2005-12-05 2005-12-05
US60/742,320 2005-12-05
US11/565,767 US8509926B2 (en) 2005-12-05 2006-12-01 Self-diagnostic process control loop for a process plant
US11/565,767 2006-12-01

Publications (2)

Publication Number Publication Date
WO2007067644A2 WO2007067644A2 (en) 2007-06-14
WO2007067644A3 true WO2007067644A3 (en) 2007-08-09

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2006/046589 WO2007067644A2 (en) 2005-12-05 2006-12-05 Self-diagnostic process control loop for a process plant

Country Status (7)

Country Link
US (2) US8509926B2 (en)
EP (2) EP1963939A2 (en)
JP (1) JP5096358B2 (en)
CN (2) CN101322086B (en)
GB (1) GB2446344B (en)
HK (1) HK1124132A1 (en)
WO (1) WO2007067644A2 (en)

Families Citing this family (41)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2007211294B2 (en) * 2006-01-31 2012-05-10 Landmark Graphics Corporation Methods, systems, and computer-readable media for real-time oil and gas field production optimization using a proxy simulator
US8504341B2 (en) * 2006-01-31 2013-08-06 Landmark Graphics Corporation Methods, systems, and computer readable media for fast updating of oil and gas field production models with physical and proxy simulators
US8756039B2 (en) * 2010-03-02 2014-06-17 Fisher-Rosemount Systems, Inc. Rapid process model identification and generation
US9703279B2 (en) * 2010-07-28 2017-07-11 Fisher-Rosemount Systems, Inc. Handheld field maintenance device with improved user interface
US9335042B2 (en) 2010-08-16 2016-05-10 Emerson Process Management Power & Water Solutions, Inc. Steam temperature control using dynamic matrix control
US9217565B2 (en) 2010-08-16 2015-12-22 Emerson Process Management Power & Water Solutions, Inc. Dynamic matrix control of steam temperature with prevention of saturated steam entry into superheater
US9447963B2 (en) 2010-08-16 2016-09-20 Emerson Process Management Power & Water Solutions, Inc. Dynamic tuning of dynamic matrix control of steam temperature
TWI515522B (en) * 2010-12-28 2016-01-01 萬國商業機器公司 Method, computer program, and computer for determining system situation
US9163828B2 (en) 2011-10-31 2015-10-20 Emerson Process Management Power & Water Solutions, Inc. Model-based load demand control
WO2014015096A2 (en) 2012-07-19 2014-01-23 Saudi Arabian Oil Company System and method for effective plant performance monitoring in gas oil separation plant (gosp)
US9146554B2 (en) * 2012-10-16 2015-09-29 Adam Hoban Aggregate processing control system
CN104079425B (en) * 2013-03-31 2017-09-15 上海贝尔股份有限公司 A kind of methods, devices and systems for matching unit
CN104903884B (en) * 2013-09-04 2018-02-27 费希尔-罗斯蒙特系统公司 Field apparatus collocation method, field apparatus configuration verification method and the asset management system
US10459418B2 (en) 2013-09-04 2019-10-29 Fisher-Rosemount Systems, Inc. Technology for assessing and presenting field device commissioning information associated with a process plant
US9983574B2 (en) 2013-09-30 2018-05-29 United States Gypsum Company Systems and methods for controlling a conveyor system during product changeovers
US9733641B2 (en) * 2013-10-22 2017-08-15 Yokogawa Electric Corporation Method and apparatus for performing diagnostics on a conventional control valve
US9777937B2 (en) 2014-04-22 2017-10-03 Honeywell International Inc. Controller and loop performance monitoring in a heating, ventilating, and air conditioning system
CN104088842B (en) * 2014-06-30 2016-05-11 武汉船用机械有限责任公司 Automatic identification and compensation method and the system in a kind of proportional direction valve control dead band
EP2988186B1 (en) * 2014-08-22 2018-03-14 Siemens Aktiengesellschaft Detection of consistent steady-state behavior in process plants
CN106796416B (en) * 2014-10-09 2019-11-05 三菱电机株式会社 Control device and control method
CN105988437A (en) * 2015-02-10 2016-10-05 张家港市宏鑫源科技有限公司 Multi-stage universal rolling mill adopting distributed control system
EP3056957B1 (en) * 2015-02-16 2019-03-27 Siemens Aktiengesellschaft Diagnostic device and method for monitoring the operation of a closed loop
EP3065015B1 (en) * 2015-03-04 2018-09-26 Siemens Aktiengesellschaft Diagnostic device and method for monitoring the operation of control loops
US20160349726A1 (en) * 2015-05-27 2016-12-01 Honeywell International, Inc. Apparatus and method for variable data collection of intelligent loop performance monitoring system in bandwidth-constrained dcs
CN105005296B (en) * 2015-07-27 2018-07-24 浙江大学 A kind of control process Non-Linear Ocsillation circuit localization method based on phase slope index
US10371285B2 (en) * 2015-10-27 2019-08-06 Dresser, Llc Predicting maintenance requirements for a valve assembly
GB2556315A (en) * 2016-03-23 2018-05-30 Univ Coventry Control system
US10678224B2 (en) * 2017-06-21 2020-06-09 Fisher-Rosemount Systems, Inc. Loop interface
US11150635B2 (en) 2017-10-02 2021-10-19 Fisher-Rosemount Systems, Inc. Projects within a process control asset management system
JP6923484B2 (en) 2018-05-15 2021-08-18 ファナック株式会社 Machining condition adjustment device and machine learning device
US11714394B2 (en) 2018-09-28 2023-08-01 Fisher-Rosemount Systems, Inc Bulk commissioning of field devices within a process plant
TWI686615B (en) * 2018-10-22 2020-03-01 財團法人工業技術研究院 Disturbance source positioning method
GB2589661A (en) 2019-06-10 2021-06-09 Fisher Rosemount Systems Inc Virtualized real-time I/O in process control systems
US11249464B2 (en) 2019-06-10 2022-02-15 Fisher-Rosemount Systems, Inc. Industrial control system architecture for real-time simulation and process control
US11422543B2 (en) 2019-06-10 2022-08-23 Fisher-Rosemount Systems, Inc. Virtualized real-time I/O in process control systems
US11231701B2 (en) 2019-06-10 2022-01-25 Fisher-Rosemount Systems, Inc. Publish/subscribe protocol for real-time process control
GB2589663B (en) 2019-06-10 2024-04-10 Fisher Rosemount Systems Inc Automatic load balancing and performance leveling of virtual nodes running real-time control in process control systems
US11467543B2 (en) * 2019-09-20 2022-10-11 Fisher-Rosemount Systems, Inc. Process controller design with process approximation and lambda tuning
DE102020126355A1 (en) * 2020-10-08 2022-04-14 Krones Aktiengesellschaft Method of operating a machine in a container processing plant and container treatment machine
CN113656461B (en) * 2021-08-17 2024-03-19 北京百度网讯科技有限公司 Data processing method, device, electronic equipment and medium
CN113960922B (en) * 2021-12-23 2022-03-11 深圳市晨北科技有限公司 PID control parameter setting method, device, equipment and storage medium

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1999015823A1 (en) * 1997-09-22 1999-04-01 Fisher Controls International, Inc. Diagnostic device and method for pressure regulator
GB2347233A (en) * 1999-02-22 2000-08-30 Fisher Rosemount Systems Inc Diagnostics in a process control system which uses multi-variable control techniques
US6594589B1 (en) * 2001-05-23 2003-07-15 Advanced Micro Devices, Inc. Method and apparatus for monitoring tool health

Family Cites Families (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS6069702A (en) * 1983-09-26 1985-04-20 Toshiba Corp Sampled value process controller
US5018218A (en) * 1988-08-29 1991-05-21 Raytheon Company Confirmed boundary pattern matching
JP2553675B2 (en) * 1988-11-18 1996-11-13 日本電気硝子株式会社 Process control method
US5018215A (en) 1990-03-23 1991-05-21 Honeywell Inc. Knowledge and model based adaptive signal processor
US5394322A (en) * 1990-07-16 1995-02-28 The Foxboro Company Self-tuning controller that extracts process model characteristics
US5406474A (en) * 1990-07-16 1995-04-11 The Foxboro Company Self-tuning controller
US5180896A (en) * 1990-10-11 1993-01-19 University Of Florida System and method for in-line heating of medical fluid
US5159547A (en) * 1990-10-16 1992-10-27 Rockwell International Corporation Self-monitoring tuner for feedback controller
US5335164A (en) * 1991-07-31 1994-08-02 Universal Dynamics Limited Method and apparatus for adaptive control
US5283729A (en) * 1991-08-30 1994-02-01 Fisher-Rosemount Systems, Inc. Tuning arrangement for turning the control parameters of a controller
WO1993012476A1 (en) * 1991-12-18 1993-06-24 Honeywell Inc. A closed loop neural network automatic tuner
US5453925A (en) * 1993-05-28 1995-09-26 Fisher Controls International, Inc. System and method for automatically tuning a process controller
US6041320A (en) * 1993-08-23 2000-03-21 Fisher Controls International, Inc. Multi-region fuzzy logic control system with auxiliary variables
US5461559A (en) * 1993-10-04 1995-10-24 The United States Of America As Represented By The Secretary Of The Air Force Hierarchical control system for molecular beam epitaxy
US5587899A (en) * 1994-06-10 1996-12-24 Fisher-Rosemount Systems, Inc. Method and apparatus for determining the ultimate gain and ultimate period of a controlled process
US5568378A (en) * 1994-10-24 1996-10-22 Fisher-Rosemount Systems, Inc. Variable horizon predictor for controlling dead time dominant processes, multivariable interactive processes, and processes with time variant dynamics
US5748467A (en) * 1995-02-21 1998-05-05 Fisher-Rosemont Systems, Inc. Method of adapting and applying control parameters in non-linear process controllers
US6092919A (en) * 1995-08-01 2000-07-25 Guided Systems Technologies, Inc. System and method for adaptive control of uncertain nonlinear processes
US6249712B1 (en) * 1995-09-26 2001-06-19 William J. N-O. Boiquaye Adaptive control process and system
US5966679A (en) * 1995-10-30 1999-10-12 Fisher Controls International, Inc. Method of and apparatus for nonobtrusively obtaining on-line measurements of a process control device parameter
US5992229A (en) * 1996-02-05 1999-11-30 Neles-Jamesbury Oy Method and equipment for determining the performance of control valve
JP3412384B2 (en) * 1996-03-13 2003-06-03 株式会社日立製作所 Control model construction support device
US7085610B2 (en) * 1996-03-28 2006-08-01 Fisher-Rosemount Systems, Inc. Root cause diagnostics
GB9608953D0 (en) * 1996-04-29 1996-07-03 Pulp Paper Res Inst Automatic control loop monitoring and diagnostics
US5970430A (en) * 1996-10-04 1999-10-19 Fisher Controls International, Inc. Local device and process diagnostics in a process control network having distributed control functions
IT1295107B1 (en) * 1997-04-29 1999-04-30 Piegatrici Macch Elettr BENDING SYSTEM PERFECTED FOR BENDING MACHINES
US6466893B1 (en) * 1997-09-29 2002-10-15 Fisher Controls International, Inc. Statistical determination of estimates of process control loop parameters
US6192321B1 (en) * 1997-09-29 2001-02-20 Fisher Controls International, Inc. Method of and apparatus for deterministically obtaining measurements
US6804618B2 (en) * 1997-09-29 2004-10-12 Fisher Controls International, Llc Detection and discrimination of instabilities in process control loops
WO2000011524A1 (en) * 1998-08-21 2000-03-02 Rosemount Inc. Resistance based process control device diagnostics
WO2000033209A2 (en) 1998-12-03 2000-06-08 Siemens Aktiengesellschaft Method and device for designing a technical system
US7206646B2 (en) * 1999-02-22 2007-04-17 Fisher-Rosemount Systems, Inc. Method and apparatus for performing a function in a plant using process performance monitoring with process equipment monitoring and control
US6298454B1 (en) * 1999-02-22 2001-10-02 Fisher-Rosemount Systems, Inc. Diagnostics in a process control system
UA73967C2 (en) * 2000-02-14 2005-10-17 First Opinion Corp Structure-based automatic processing for diagnostics (variants)
US6826521B1 (en) * 2000-04-06 2004-11-30 Abb Automation Inc. System and methodology and adaptive, linear model predictive control based on rigorous, nonlinear process model
US6577908B1 (en) * 2000-06-20 2003-06-10 Fisher Rosemount Systems, Inc Adaptive feedback/feedforward PID controller
JP3965668B2 (en) * 2000-08-30 2007-08-29 横河電機株式会社 Adaptive control method and apparatus
US6965806B2 (en) * 2001-03-01 2005-11-15 Fisher-Rosemount Systems Inc. Automatic work order/parts order generation and tracking
US7720727B2 (en) * 2001-03-01 2010-05-18 Fisher-Rosemount Systems, Inc. Economic calculations in process control system
US6795798B2 (en) * 2001-03-01 2004-09-21 Fisher-Rosemount Systems, Inc. Remote analysis of process control plant data
FI20011742A (en) * 2001-08-31 2003-03-01 Metso Field Systems Oy A method and system for analyzing the performance of an industrial process control circuit
FI114947B (en) * 2002-09-13 2005-01-31 Metso Automation Oy Method and plant for determining hysteresis for a process device in a process
JP2004126688A (en) * 2002-09-30 2004-04-22 Yokogawa Electric Corp Offline diagnosis system
JP4166637B2 (en) * 2003-07-10 2008-10-15 株式会社東芝 Method for adjusting process control apparatus and adjustment tool therefor
US7627441B2 (en) * 2003-09-30 2009-12-01 Rosemount Inc. Process device with vibration based diagnostics
US7676287B2 (en) * 2004-03-03 2010-03-09 Fisher-Rosemount Systems, Inc. Configuration system and method for abnormal situation prevention in a process plant
US7024336B2 (en) * 2004-05-13 2006-04-04 Johnson Controls Technology Company Method of and apparatus for evaluating the performance of a control system
CA2578490A1 (en) * 2004-08-31 2006-03-09 Watlow Electric Manufacturing Company Operations system distributed diagnostic system
US7444191B2 (en) * 2005-10-04 2008-10-28 Fisher-Rosemount Systems, Inc. Process model identification in a process control system
SE530380C2 (en) 2006-10-03 2008-05-20 Abb Ab Automatic estimation of glitches

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1999015823A1 (en) * 1997-09-22 1999-04-01 Fisher Controls International, Inc. Diagnostic device and method for pressure regulator
GB2347233A (en) * 1999-02-22 2000-08-30 Fisher Rosemount Systems Inc Diagnostics in a process control system which uses multi-variable control techniques
US6594589B1 (en) * 2001-05-23 2003-07-15 Advanced Micro Devices, Inc. Method and apparatus for monitoring tool health

Also Published As

Publication number Publication date
CN103353753A (en) 2013-10-16
EP1963939A2 (en) 2008-09-03
HK1124132A1 (en) 2009-07-03
US8509926B2 (en) 2013-08-13
EP2889712B1 (en) 2020-02-05
CN103353753B (en) 2016-03-09
JP2009518749A (en) 2009-05-07
GB0810146D0 (en) 2008-07-09
EP2889712A3 (en) 2015-07-15
GB2446344A (en) 2008-08-06
CN101322086B (en) 2013-07-24
US20130046396A1 (en) 2013-02-21
EP2889712A2 (en) 2015-07-01
WO2007067644A2 (en) 2007-06-14
US8909360B2 (en) 2014-12-09
JP5096358B2 (en) 2012-12-12
CN101322086A (en) 2008-12-10
US20070150079A1 (en) 2007-06-28
GB2446344B (en) 2011-08-10

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