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Model predictive control system and method for reduction of steady state error 원문보기

IPC분류정보
국가/구분 United States(US) Patent 등록
국제특허분류(IPC7판)
  • G05B-013/02
출원번호 US-0147961 (2008-06-27)
등록번호 US8032235 (2011-09-19)
발명자 / 주소
  • Sayyar-Rodsari, Bijan
출원인 / 주소
  • Rockwell Automation Technologies, Inc.
대리인 / 주소
    Fletcher Yoder LLP
인용정보 피인용 횟수 : 43  인용 특허 : 39

초록

A technique is disclosed for reducing an error in a controlled variable via model predictive control. A predicted error in the controlled variable is determined for a forward-looking control horizon based upon measured or computed variables. The integral of the predicted error is computed. If the er

대표청구항

The invention claimed is: 1. A method for controlling a process via model predictive control comprising:determining a predicted error in a controlled variable;determining a sustained predicted error in the controlled variable over a forward-looking control horizon;determining whether the predicted e

이 특허에 인용된 특허 (39)

  1. Chia, Tien-Li; Lefkowitz, Irving; Brosilow, Coleman B.; Haji-Valizadeh, Alireza; Parvez, Shahid; Nagle, John T., Apparatus and method for model-based control.
  2. Gaikwad,Sujit V.; Dash,Sachi K.; Tsakalis,Kosta S.; Stein,Gunter, Auto-tuning controller using loop-shaping.
  3. Skeirik Richard D. (Newark DE), Computer neural network supervisory process control system and method.
  4. Yasui,Yuji; Iwaki,Yoshihisa; Takahashi,Jun, Control system for a plant including a slide mode controller.
  5. Boe,Eugene; Martin,Gregory D.; Piche,Stephen W., Dynamic controller utilizing a hybrid model.
  6. Boyden, Scott A; Piche, Stephen, Estimating an economic parameter related to a process for controlling emission of a pollutant into the air.
  7. Zou Hehong (Plymouth MN) Hedstrom Kale P. (St. Paul MN) Warrior Jogesh (Chanhassen MN) Hays Coy L. (Chanhassen MN), Field based process control system with auto-tuning.
  8. Zhenduo,Liu; Huussen,Frank, Hybrid cascade model-based predictive control system.
  9. Klimasauskas Casimir C. ; Guiver John P., Hybrid linear-neural network process control.
  10. Boe, Eugene; Piche, Stephen; Martin, Gregory D., Method and apparatus for attenuating error in dynamic and steady-state processes for prediction, control, and optimization.
  11. Martin, Gregory D.; Boe, Eugene; Piche, Stephen; Keeler, James David; Timmer, Douglas; Gerules, Mark; Havener, John P., Method and apparatus for modeling dynamic and steady-state processes for prediction, control and optimization.
  12. Hartman, Eric Jon; Piche, Stephen; Gerules, Mark, Method and apparatus for training a system model with gain constraints using a non-linear programming optimizer.
  13. Schulze,Uwe; Knappe,Uwe, Method and system for advanced process control including tool dependent machine constants.
  14. Hong, Jiawei; Tan, Xiaonan, Method of curvature controlled data smoothing.
  15. Hong, Jiawei; Tan, Xiaonan, Method of performing additive lookahead for adaptive cutting feedrate control.
  16. Iino Yutaka (Kawasaki JPX) Ohya Junko (Kawasaki JPX), Model predictive control apparatus.
  17. Nishira,Hikaru; Kawabe,Taketoshi, Model predictive control apparatus.
  18. Tuken Taner (Columbus IN), Model predictive control for HPI closed-loop fuel pressure control system.
  19. Wassick John M. ; McCroskey Patrick S. ; McDonough John J. ; Steckler David K., Model predictive controller.
  20. Wojsznis,Wilhelm K.; Blevins,Terrence L.; Mehta,Ashish, Multiple-input/multiple-output control blocks with non-linear predictive capabilities.
  21. Mathur Anoop K. (Shoreview MN) Gopinath Ravi S. (Troy NY), Neural net based disturbance predictor for model predictive control.
  22. Harrell Douglas G. ; Williams Dennis C., Non-linear model predictive control method for controlling a gas-phase reactor including a rapid noise filter and method therefor.
  23. Harrell Douglas G. ; Williams Dennis C., Non-linear model predictive control method for controlling a gas-phase reactor including a rapid noise filter and method therefor.
  24. Stephen Francis Bush, Optimistic distributed simulation for a UAV flight control system.
  25. Saito Tadayoshi (Hitachiota JPX) Kawakami Junzo (Mito JPX) Takahashi Susumu (Katsuta JPX) Suehiro Testuo (Katsuta JPX) Matsumoto Hiroshi (Ibaraki JPX) Tachibana Kouji (Katsuta JPX), Pid controller system.
  26. Tanaka,Masato; Kato,Seiji, Pid parameter adjustment device.
  27. Nakamura, Hiroshi, Prediction controlling device.
  28. Havlena,Vladimir; Findejs,Jiri, Predictive contract system and method.
  29. Vaidyanathan,Ramaswamy; Stephens,William D.; Van Hare,David R., Process and method for chemical manufacturing using transformation of on-line instrumentation data.
  30. Saito Tadayoshi (Hitachiohta JPX) Tachibana Kohji (Katsuta JPX) Takahashi Susumu (Ibarakimachi JPX) Yokokawa Nobuyuki (Mito JPX) Nomura Masahide (Hitachi JPX) Matsumoto Hiroshi (Ibaraki JPX) Shimoda , Process control apparatus and method for adjustment of operating parameters of controller of the process control apparat.
  31. Grayson S. Keith (Mobile AL) Rudd John B. (Mobile AL), Process control using neural network.
  32. Caldwell,John; Blevins,Terrence L.; Wojsznis,Peter; Wojsznis,Wilhelm K., Process model identification in a process control system.
  33. Kassmann, Dean E., Robust steady-state target calculation for model predictive control.
  34. Pettit John W. (Derwood MD) Carr Douglas M. (Sterling VA), Self-tuning controller.
  35. Saito Tadayoshi (Hitachiota JPX) Takahashi Susumu (Higashiibaraki JPX) Tachibana Kouji (Katsuta JPX) Kawakami Junzo (Mito JPX) Yokokawa Nobuyuki (Mito JPX), Self-tuning controller apparatus and process control system.
  36. Hull,Gerry Glancy; Tom,Steven Treece; Saar,Raynold Lee, Slop predictive control and digital pid control for a variable temperature control system.
  37. Hull, Gerry Glancy; Tom, Steven Treece; Saar, Raynold Lee, Slope predictive control and digital PID control for a variable temperature control system.
  38. Wojsznis,Wilhelm K.; Blevins,Terrence L., State based adaptive feedback feedforward PID controller.
  39. Jones Donald J. (O\Hara Township ; Allegheny County PA) Edblad Warren A. (Penn Hills PA) Pringle Judith S. (Saltsburg PA) Oravetz David M. (Aspinwall PA) Patelunas Joann R. (O\Hara Township ; Alleghe, Universal process control device and method for developing a process control loop program.

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  3. Drees, Kirk H.; Wenzel, Michael J.; Turney, Robert D., Building management system with electrical energy storage optimization based on statistical estimates of IBDR event probabilities.
  4. Storch, Sharon L.; Shore, James A.; Wong, Kevin C.; Jin, Ning, Calibration systems and methods for model predictive controllers.
  5. Genslak, Robert J.; Cygan, Jr., Gary Robert, Catalyst light off transitions in a gasoline engine using model predictive control.
  6. Mueller, Jon T.; Carmody, Joseph P., Central plant with coordinated HVAC equipment staging across multiple subplants.
  7. Fuxman, Adrian Matias; Pachner, Daniel, Condition-based powertrain control system.
  8. Stewart, Greg; Borrelli, Francesco; Pekar, Jaroslav, Configurable automotive controller.
  9. Stewart, Greg; Pekar, Jaroslav; Pachner, Daniel, Coordinated engine and emissions control system.
  10. Wenzel, Michael J.; Lenhardt, Brett M.; Drees, Kirk H., Electrical energy storage system with battery power setpoint optimization based on battery degradation costs and expected frequency response revenue.
  11. Wenzel, Michael J.; Drees, Kirk H., Electrical energy storage system with battery power setpoint optimization using predicted values of a frequency regulation signal.
  12. Wenzel, Michael J.; Drees, Kirk H.; ElBsat, Mohammad N., Electrical energy storage system with variable state-of-charge frequency response optimization.
  13. Wenzel, Michael J.; Lenhardt, Brett M.; Drees, Kirk H., Energy storage controller with battery life model.
  14. Pachner, Daniel; Pekar, Jaroslav, Engine and aftertreatment optimization system.
  15. Pochner, Klaus; Whitney, Christopher E., Engine control systems and methods for future torque request increases.
  16. Stewart, Gregory E.; Rhodes, Michael L., Engine controller.
  17. Zavala Jurado, Jose C.; Cowgill, Joshua D., Engine speed control systems and methods.
  18. Verdejo, Julian R.; Bemporad, Alberto; Bernardini, Daniele; Long, Ruixing; Chen, Jyh-Shin, Estimation systems and methods with model predictive control.
  19. Wenzel, Michael J.; Turney, Robert D.; Drees, Kirk H.; Asmus, Matthew J., High level central plant optimization.
  20. Pachner, Daniel, Identification approach for internal combustion engine mean value models.
  21. Wenzel, Michael J.; Turney, Robert D., Incorporating a load change penalty in central plant optimization.
  22. Asmus, Matthew J.; Turney, Robert D., Low level central plant optimization.
  23. Fu, Chengxuan, Method and control device for situation-related steering assistance in a lane keeping assistant for a vehicle.
  24. Kihas, Dejan, Method and system for updating tuning parameters of a controller.
  25. Kihas, Dejan, Method and system for updating tuning parameters of a controller.
  26. Abrol, Sidharth, Method and system for use in combustion product control.
  27. Long, Ruixing; Jin, Ning, Model Predictive control systems and methods for increasing computational efficiency.
  28. Long, Ruixing; Jin, Ning, Model predictive control systems and methods for increasing computational efficiency.
  29. Long, Ruixing; Bemporad, Alberto; Bernardini, Daniele; Jin, Ning, Model predictive control systems and methods for internal combustion engines.
  30. Jin, Ning; Whitney, Christopher E.; Chen, Jyh-Shin; Wong, Kevin C., Non-model predictive control to model predictive control transitions.
  31. Sayyarrodsari, Bijan; Liano, Kadir; Smith, Alexander B., Online integration of model-based optimization and model-less control.
  32. Wong, Kevin C.; Long, Ruixing, System and method for adjusting weighting values assigned to errors in target actuator values of an engine when controlling the engine using model predictive control.
  33. Cygan, Jr., Gary Robert; Genslak, Robert J., System and method for increasing the temperature of a catalyst when an engine is started using model predictive control.
  34. Wong, Kevin C.; Whitney, Christopher E.; Bemporad, Alberto; Bernardini, Daniele, System and method for managing the period of a control loop for controlling an engine using model predictive control.
  35. Li, Shifang; Wang, Yue-Yun; Chang, Chen-Fang; Whitney, Christopher E., System and method for predicting a pedal position based on driver behavior and controlling one or more engine actuators based on the predicted pedal position.
  36. Wenzel, Michael J.; Turney, Robert D., System identification and model development.
  37. Wenzel, Michael J.; Turney, Robert D., System identification and model development.
  38. Turney, Robert D.; Wenzel, Michael J., Systems and methods for cascaded model predictive control.
  39. Turney, Robert D.; Wenzel, Michael J., Systems and methods for energy cost optimization in a building system.
  40. Turney, Robert D.; Wenzel, Michael J., Systems and methods for energy cost optimization in a building system.
  41. Whitney, Christopher E.; Pochner, Klaus; Verdejo, Julian R., Throttle control systems and methods based on pressure ratio.
  42. Pekar, Jaroslav; Stewart, Gregory E., Using model predictive control to optimize variable trajectories and system control.
  43. Markham, Thomas R., Vehicle security module system.
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