WO2008034017A3 - Dynamic controller utilizing a hybrid model - Google Patents

Dynamic controller utilizing a hybrid model Download PDF

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Publication number
WO2008034017A3
WO2008034017A3 PCT/US2007/078424 US2007078424W WO2008034017A3 WO 2008034017 A3 WO2008034017 A3 WO 2008034017A3 US 2007078424 W US2007078424 W US 2007078424W WO 2008034017 A3 WO2008034017 A3 WO 2008034017A3
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WO
WIPO (PCT)
Prior art keywords
plant
output value
integrity
hybrid model
dynamic controller
Prior art date
Application number
PCT/US2007/078424
Other languages
French (fr)
Other versions
WO2008034017A2 (en
Inventor
Eugene Boe
Gregory D Martin
Stephen W Piche
Original Assignee
Pavilion Tech Inc
Eugene Boe
Gregory D Martin
Stephen W Piche
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 Pavilion Tech Inc, Eugene Boe, Gregory D Martin, Stephen W Piche filed Critical Pavilion Tech Inc
Priority to EP07842454.6A priority Critical patent/EP2062104B1/en
Publication of WO2008034017A2 publication Critical patent/WO2008034017A2/en
Publication of WO2008034017A3 publication Critical patent/WO2008034017A3/en

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Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00Systems involving the use of models or simulators of said systems
    • G05B17/02Systems involving the use of models or simulators of said systems electric
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/042Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/048Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators using a predictor

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Health & Medical Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Feedback Control In General (AREA)
  • Testing And Monitoring For Control Systems (AREA)

Abstract

A system and method for predicting operation of a plant or process receive an input value from the plant or process. An integrity of a non-linear model corresponding to a local input space of the input value may be determined. The non-linear model may include an empiricalrepresentation of the plant or process. If the integrity is above a first threshold, non-linear model may be used to provide a first output value. However, if the integrity is below the first threshold, a linearized first principles model may be used to provide a second output value. The linearized first principles model may include an analytic representation of the plant or process. Additionally, the analytic representation of the plant or process may be independent of the empiracal representation of the plant or process. The first output value and/or the second output value may be usable to manage of the plant or process.
PCT/US2007/078424 2006-09-13 2007-09-13 Dynamic controller utilizing a hybrid model WO2008034017A2 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
EP07842454.6A EP2062104B1 (en) 2006-09-13 2007-09-13 Dynamic controller utilizing a hybrid model

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US11/531,342 2006-09-13
US11/531,342 US7496414B2 (en) 2006-09-13 2006-09-13 Dynamic controller utilizing a hybrid model

Publications (2)

Publication Number Publication Date
WO2008034017A2 WO2008034017A2 (en) 2008-03-20
WO2008034017A3 true WO2008034017A3 (en) 2008-05-22

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2007/078424 WO2008034017A2 (en) 2006-09-13 2007-09-13 Dynamic controller utilizing a hybrid model

Country Status (4)

Country Link
US (3) US7496414B2 (en)
EP (1) EP2062104B1 (en)
CN (1) CN101563660A (en)
WO (1) WO2008034017A2 (en)

Families Citing this family (39)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8311673B2 (en) * 1996-05-06 2012-11-13 Rockwell Automation Technologies, Inc. Method and apparatus for minimizing error in dynamic and steady-state processes for prediction, control, and optimization
US7797063B2 (en) * 2006-08-24 2010-09-14 Exxonmobil Research And Engineering Company Method for model gain matrix modification
WO2008024479A2 (en) * 2006-08-24 2008-02-28 Exxonmobil Research And Engineering Company Method for model gain matrix modification
US7496414B2 (en) * 2006-09-13 2009-02-24 Rockwell Automation Technologies, Inc. Dynamic controller utilizing a hybrid model
US8032235B2 (en) * 2007-06-28 2011-10-04 Rockwell Automation Technologies, Inc. Model predictive control system and method for reduction of steady state error
US8682555B2 (en) * 2009-03-17 2014-03-25 Flanders' Mechatronics Technology Centre Vzw Method for controlling a torque transmitting device with learning function
US9760067B2 (en) * 2009-09-10 2017-09-12 Honeywell International Inc. System and method for predicting future disturbances in model predictive control applications
US8346693B2 (en) * 2009-11-24 2013-01-01 King Fahd University Of Petroleum And Minerals Method for hammerstein modeling of steam generator plant
US8346712B2 (en) * 2009-11-24 2013-01-01 King Fahd University Of Petroleum And Minerals Method for identifying hammerstein models
US8346711B2 (en) * 2009-11-24 2013-01-01 King Fahd University Of Petroleum And Minerals Method for identifying multi-input multi-output Hammerstein models
CN102375442A (en) * 2010-08-23 2012-03-14 同济大学 Real-time on-line control system and method for miscellaneous nonlinear system
KR101308475B1 (en) * 2010-08-26 2013-09-16 엘지디스플레이 주식회사 Stereoscopic Image Display Device and Method for Driving the Same
US20120095808A1 (en) * 2010-10-15 2012-04-19 Invensys Systems Inc. System and Method for Process Predictive Simulation
US20120109620A1 (en) * 2010-11-01 2012-05-03 Honeywell International Inc. Apparatus and method for model predictive control (mpc) using approximate window-based estimators
US20120150334A1 (en) * 2010-12-10 2012-06-14 L'air Liquide Societe Anonyme Pour L'etude Et L'exploitation Des Procedes Georges Claude Integrated Fault Detection And Analysis Tool
US9170572B2 (en) * 2011-07-06 2015-10-27 Honeywell International Inc. Dynamic model generation for implementing hybrid linear/non-linear controller
US8649884B2 (en) 2011-07-27 2014-02-11 Honeywell International Inc. Integrated linear/non-linear hybrid process controller
WO2013058966A1 (en) 2011-10-21 2013-04-25 Nest Labs, Inc. Intelligent controller providing time to target state
US8554376B1 (en) 2012-09-30 2013-10-08 Nest Labs, Inc Intelligent controller for an environmental control system
US10175661B2 (en) 2013-02-05 2019-01-08 Yokogawa Corporation Of America System, method and apparatus for determining properties of product or process streams
US10190503B2 (en) * 2013-03-15 2019-01-29 United Technologies Corporation Compact aero-thermo model based tip clearance management
US9306926B2 (en) * 2013-03-15 2016-04-05 Brian A. Truong User authentication using unique hidden identifiers
EP2884354A1 (en) * 2013-12-12 2015-06-17 Honeywell spol s.r.o. Model-based predictive controller with steady-state model adaptation
US10235481B2 (en) 2014-02-05 2019-03-19 Yokogawa Corporation Of America System and method for online measurement of vapor pressure in hydrocarbon process streams
CN104635725B (en) * 2014-12-31 2017-05-17 重庆科技学院 Method and device for obtaining lead corrector structure parameters
CN104678763B (en) * 2015-01-21 2017-02-22 浙江工业大学 Friction compensation and dynamic surface control method based on least squares support vector machine for electromechanical servo system
US11175639B2 (en) 2015-06-05 2021-11-16 Shell Oil Company System and method for superior performance with respect to best performance values in model predictive control applications
US10139809B2 (en) 2016-01-14 2018-11-27 Rockwell Automation Technologies, Inc. Optimization based controller tuning systems and methods
EP3396919A1 (en) * 2017-04-26 2018-10-31 Siemens Aktiengesellschaft Method for transferring data from one device to a data processing means, transmission unit, device and system
WO2019126535A1 (en) * 2017-12-21 2019-06-27 The University Of Chicago Combined learned and dynamic control system
JP6540787B1 (en) * 2017-12-28 2019-07-10 横河電機株式会社 Device, method, and program
CN108536016B (en) * 2018-04-19 2021-11-05 北京联合大学 Networked control method based on fuzzy inverse model
CN108846482A (en) * 2018-05-30 2018-11-20 郑州云海信息技术有限公司 A kind of data training method, device and server
CN109227528B (en) * 2018-10-16 2020-06-30 工极智能科技(苏州)有限公司 Self-adaptive sliding mode control method based on information concentration estimation
DE102019205297A1 (en) * 2019-04-12 2020-10-15 Robert Bosch Gmbh Hydrostatic working device and method for its control
CN110007804B (en) * 2019-04-16 2022-02-22 京东方科技集团股份有限公司 Touch module and display device
CN110889198B (en) * 2019-11-01 2023-05-19 中国科学院国家空间科学中心 Space-time probability distribution prediction method and system based on multi-factor joint learning
CN112506045B (en) * 2020-09-28 2022-04-01 中国科学院数学与系统科学研究院 Adaptive control method and system of non-standard discrete time nonlinear system
CN114924490B (en) * 2022-07-22 2022-10-25 浙江中控技术股份有限公司 Model collinearity analysis and processing method in model predictive control

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5933345A (en) * 1996-05-06 1999-08-03 Pavilion Technologies, Inc. Method and apparatus for dynamic and steady state modeling over a desired path between two end points
US20030120361A1 (en) * 2000-03-10 2003-06-26 Anderson Ketil Strand Process control system

Family Cites Families (53)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB1583545A (en) * 1976-08-04 1981-01-28 Martin Sanchez J Control systems
US4228509A (en) * 1977-04-07 1980-10-14 Kennedy James P Multivariable control system for regulating process conditions and process optimizing
US4230534A (en) * 1979-03-23 1980-10-28 Phillips Petroleum Company Control of a fractional distillation column
JPS5837721Y2 (en) * 1979-08-02 1983-08-25 日産自動車株式会社 hydraulic booster
US4368509A (en) * 1979-08-24 1983-01-11 Li Chou H Self-optimizing machine and method
US4349869A (en) * 1979-10-01 1982-09-14 Shell Oil Company Dynamic matrix control method
JPS57199004A (en) * 1981-06-01 1982-12-06 Toshiba Corp Sample value adaptive process controller
SE427508B (en) * 1981-08-24 1983-04-11 Naf Ab PROCEDURE FOR SETTING A PID REGULATOR FOR A PROCESS
AU554017B2 (en) * 1983-06-03 1986-08-07 Omron Tateisi Electronics Co. Time-discrete adaptive on-off switching control
US4628462A (en) * 1984-09-11 1986-12-09 Westinghouse Electric Corp. Multiplane optimization method and apparatus for cogeneration of steam and power
US4674029A (en) * 1984-12-03 1987-06-16 General Dynamics, Pomona Division Open-loop control system and method utilizing control function based on equivalent closed-loop linear control system
JPS6266301A (en) * 1985-09-18 1987-03-25 Yamatake Honeywell Co Ltd Auto tuning controller
US4663703A (en) * 1985-10-02 1987-05-05 Westinghouse Electric Corp. Predictive model reference adaptive controller
DE3710990A1 (en) * 1986-04-02 1987-10-22 Hitachi Ltd OPERATING SYSTEM AND METHOD FOR STARTING A THERMAL POWER PLANT
US4736316A (en) * 1986-08-06 1988-04-05 Chevron Research Company Minimum time, optimizing and stabilizing multivariable control method and system using a constraint associated control code
US4769766A (en) * 1986-09-11 1988-09-06 Tung Hsien Hsin Robust model reference controller
DE3861392D1 (en) 1987-02-25 1991-02-07 Siemens Ag ELECTRONIC OBSERVER FOR A TORQUE GENERATOR COUPLED TO A LOADING MACHINE, AND METHOD FOR DETERMINING THE TORQUE AND FOR TESTING THE TORQUE GENERATOR.
JPS63236103A (en) * 1987-03-25 1988-10-03 Toshiba Corp Plant control system
US4858147A (en) * 1987-06-15 1989-08-15 Unisys Corporation Special purpose neurocomputer system for solving optimization problems
US5251285A (en) * 1988-03-25 1993-10-05 Hitachi, Ltd. Method and system for process control with complex inference mechanism using qualitative and quantitative reasoning
US4965713A (en) * 1988-08-15 1990-10-23 Viking Pump Inc. Terminal element
US5091843A (en) * 1988-12-20 1992-02-25 Allied-Signal, Inc. Nonlinear multivariable control system
JPH034993A (en) 1989-05-31 1991-01-10 Meidensha Corp Model prediction and control of activated sludge processing
JP2656637B2 (en) * 1989-11-22 1997-09-24 株式会社日立製作所 Process control system and power plant process control system
CA2031765C (en) * 1989-12-08 1996-02-20 Masahide Nomura Method and system for performing control conforming with characteristics of controlled system
US5111531A (en) * 1990-01-08 1992-05-05 Automation Technology, Inc. Process control using neural network
US5282261A (en) * 1990-08-03 1994-01-25 E. I. Du Pont De Nemours And Co., Inc. Neural network process measurement and control
US5285377A (en) * 1990-10-30 1994-02-08 Fujitsu Limited Control apparatus structuring system
US5268834A (en) * 1991-06-24 1993-12-07 Massachusetts Institute Of Technology Stable adaptive neural network 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
US5467291A (en) * 1991-09-09 1995-11-14 Hewlett-Packard Company Measurement-based system for modeling and simulation of active semiconductor devices over an extended operating frequency range
GB2261955A (en) * 1991-11-29 1993-06-02 Schlumberger Services Petrol Method for predicting thickening times of cement slurries
US5396415A (en) 1992-01-31 1995-03-07 Honeywell Inc. Neruo-pid controller
US5369345A (en) * 1992-03-31 1994-11-29 Seagate Technology, Inc. Method and apparatus for adaptive control
US5282130A (en) * 1992-05-20 1994-01-25 Elsag International B.V. Method and apparatus for obtaining process characteristics in a self-tuning controller
US5353207A (en) * 1992-06-10 1994-10-04 Pavilion Technologies, Inc. Residual activation neural network
US5477444A (en) * 1992-09-14 1995-12-19 Bhat; Naveen V. Control system using an adaptive neural network for target and path optimization for a multivariable, nonlinear process
US5486996A (en) * 1993-01-22 1996-01-23 Honeywell Inc. Parameterized neurocontrollers
US5408405A (en) * 1993-09-20 1995-04-18 Texas Instruments Incorporated Multi-variable statistical process controller for discrete manufacturing
US5519605A (en) 1994-10-24 1996-05-21 Olin Corporation Model predictive control apparatus and method
US5666806A (en) * 1995-07-05 1997-09-16 Caterpillar Inc. Control system for a hydraulic cylinder and method
US6047221A (en) * 1997-10-03 2000-04-04 Pavilion Technologies, Inc. Method for steady-state identification based upon identified dynamics
US6438430B1 (en) * 1996-05-06 2002-08-20 Pavilion Technologies, Inc. Kiln thermal and combustion control
US6381504B1 (en) * 1996-05-06 2002-04-30 Pavilion Technologies, Inc. Method for optimizing a plant with multiple inputs
US6839599B2 (en) * 1996-05-06 2005-01-04 Pavilion Technologies, Inc. Kiln/cooler control and upset recovery using a combination of model predictive control and expert systems
US6493596B1 (en) * 1996-05-06 2002-12-10 Pavilion Technologies, Inc. Method and apparatus for controlling a non-linear mill
US6278899B1 (en) * 1996-05-06 2001-08-21 Pavilion Technologies, Inc. Method for on-line optimization of a plant
US6120173A (en) * 1998-11-09 2000-09-19 General Electric Company System and method for providing raw mix proportioning control in a cement plant with a gradient-based predictive controller
US6375433B1 (en) * 2000-07-07 2002-04-23 Caterpillar Inc. Method and apparatus for controlling pump discharge pressure of a variable displacement hydraulic pump
US20040125388A1 (en) * 2001-11-13 2004-07-01 Scitex Digital Printing, Inc. Digital image optimization through multiple on-press selections
US7496414B2 (en) * 2006-09-13 2009-02-24 Rockwell Automation Technologies, Inc. Dynamic controller utilizing a hybrid model
US8065046B2 (en) * 2007-09-17 2011-11-22 The United States Of America As Represented By The Secretary Of The Navy Olivo-cerebellar controller

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5933345A (en) * 1996-05-06 1999-08-03 Pavilion Technologies, Inc. Method and apparatus for dynamic and steady state modeling over a desired path between two end points
US20030120361A1 (en) * 2000-03-10 2003-06-26 Anderson Ketil Strand Process control system

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
JOHANSEN T A ET AL: "Nonlinear Local Model Representation For Adaptive Systems", IEEE INT. CONF. ON INTELL. CONTROL & INSTR., vol. 2, 17 February 1992 (1992-02-17), Singapore, pages 677 - 682, XP010257882 *
THOMPSON M L; KRAMER M A: "Modeling chemical processes using prior knowledge and neural networks", AICHE JOURNAL, vol. 40, no. 8, August 1994 (1994-08-01), pages 1328 - 1340, XP002468885 *
TOR A. JOHANSEN AND BJARNE A. FOSS: "REPRESENTING AND LEARNING UNMODELED DYNAMICS WITH NEURAL NETWORK MEMORIES", PROC. AMER. CONTROL CONF., 1992, pages 3037 - 3043, XP002468884, Retrieved from the Internet <URL:http://ieeexplore.ieee.org/iel5/4170725/4174999/04175701.pdf> [retrieved on 20080213] *

Also Published As

Publication number Publication date
WO2008034017A2 (en) 2008-03-20
CN101563660A (en) 2009-10-21
US7496414B2 (en) 2009-02-24
US20080065241A1 (en) 2008-03-13
EP2062104B1 (en) 2013-04-17
US8036763B2 (en) 2011-10-11
US20120022670A1 (en) 2012-01-26
EP2062104A2 (en) 2009-05-27
US20090177291A1 (en) 2009-07-09
US8577481B2 (en) 2013-11-05

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