메뉴 건너뛰기




Volumn 49, Issue 8, 2010, Pages 3505-3515

Model predictive control tuning methods: A review

Author keywords

[No Author keywords available]

Indexed keywords

DYNAMIC MATRIX CONTROL; GENERALIZED PREDICTIVE CONTROL; KALMAN-FILTERING; LINEAR MODEL; PREDICTIVE CONTROL; PROCESS DYNAMICS; STATE SPACE REPRESENTATION; TUNING METHOD; TUNING PARAMETER;

EID: 77951158435     PISSN: 08885885     EISSN: 15205045     Source Type: Journal    
DOI: 10.1021/ie900323c     Document Type: Review
Times cited : (311)

References (73)
  • 1
    • 0020114413 scopus 로고
    • Internal model control. 1. A unifying review and some new results
    • Garcia, C. E.; Morari Internal Model Control. 1. A Unifying Review and Some New Results Ind. Eng. Chem. Process Des. Develop. 1982, 21 (2) p. 308 - 323
    • (1982) Ind. Eng. Chem. Process Des. Develop. , vol.21 , Issue.2 , pp. 308-323
    • Garcia, C.E.1    Morari2
  • 2
    • 0033135677 scopus 로고    scopus 로고
    • Model predictive control: Past, present, and future
    • Morari, M.; Lee, J. H. Model Predictive Control: Past, Present, and Future Comput. Chem. Eng. 1999, 23, 667 - 682
    • (1999) Comput. Chem. Eng. , vol.23 , pp. 667-682
    • Morari, M.1    Lee, J.H.2
  • 3
    • 0024668467 scopus 로고
    • Model predictive control: Theory and practice - A survey
    • Garcia, C. E.; Prett, D. M.; Morari, M. Model Predictive Control: Theory and Practice-A Survey Automatica 1989, 25 (3) 335 - 348
    • (1989) Automatica , vol.25 , Issue.3 , pp. 335-348
    • Garcia, C.E.1    Prett, D.M.2    Morari, M.3
  • 4
    • 34548559046 scopus 로고    scopus 로고
    • Nonlinear model prediction control: A personal perspective
    • Bequette, B. W. Nonlinear Model Prediction Control: A Personal Perspective Can. J. Chem. Eng. 2007, 85 (4) 408 - 415
    • (2007) Can. J. Chem. Eng. , vol.85 , Issue.4 , pp. 408-415
    • Bequette, B.W.1
  • 5
  • 7
    • 0041802770 scopus 로고    scopus 로고
    • A survey of industrial model predictive control technology
    • Qin, S. J.; Badgwell, T. A. A Survey of Industrial Model Predictive Control Technology Control Eng. Pract. 2003, 11, 733 - 764
    • (2003) Control Eng. Pract. , vol.11 , pp. 733-764
    • Qin, S.J.1    Badgwell, T.A.2
  • 9
    • 77951148187 scopus 로고    scopus 로고
    • Allgöwer, F.,; Fleming, P.,; Kokotovic, P.,; Kurzhanski, A. B.,; Kwakernaak, H.,; Rantzer, A.,; Tsitsiklis, J. N., Eds.; Springer-Verlag: Berlin, 2007; Vol. 358
    • Allgöwer, F.,; Fleming, P.,; Kokotovic, P.,; Kurzhanski, A. B.,; Kwakernaak, H.,; Rantzer, A.,; Tsitsiklis, J. N., Eds.; Springer-Verlag: Berlin, 2007; Vol. 358.
  • 11
    • 0001433856 scopus 로고
    • Use of LP methods for synthesizing sampled-data automatic systems
    • Propoi, A. I. Use of LP Methods for Synthesizing Sampled-Data Automatic Systems Automation Remote Control 1963, 24, 837
    • (1963) Automation Remote Control , vol.24 , pp. 837
    • Propoi, A.I.1
  • 13
    • 0018015327 scopus 로고
    • Model predictive heuristic control: Applications to industrial processes
    • Richalet, J.; Rault, A.; Testud, J. L.; Papon, J. Model Predictive Heuristic Control: Applications to Industrial Processes Automatica 1978, 14, 413 - 428
    • (1978) Automatica , vol.14 , pp. 413-428
    • Richalet, J.1    Rault, A.2    Testud, J.L.3    Papon, J.4
  • 14
    • 0032178844 scopus 로고    scopus 로고
    • A tuning strategy for unconstrained multivariable model predictive control
    • Shridhar, R.; Cooper, D. J. A Tuning Strategy for Unconstrained Multivariable Model Predictive Control Ind. Eng. Chem. Res. 1998, 37, 4003 - 4016
    • (1998) Ind. Eng. Chem. Res. , vol.37 , pp. 4003-4016
    • Shridhar, R.1    Cooper, D.J.2
  • 16
    • 0026108816 scopus 로고
    • Analysis and tuning of adaptive generalized predictive control
    • McIntosh, A. R.; Shah, S. L.; Fisher, D. G. Analysis and Tuning of Adaptive Generalized Predictive Control Can. J. Chem. Eng. 1991, 69, 97 - 110
    • (1991) Can. J. Chem. Eng. , vol.69 , pp. 97-110
    • McIntosh, A.R.1    Shah, S.L.2    Fisher, D.G.3
  • 17
    • 34548591514 scopus 로고    scopus 로고
    • Enhanced performance assessment of subspace model-based predictive controller with parameters tuning
    • Zhang, Q.; Li, S. Enhanced Performance Assessment of Subspace Model-based Predictive Controller with Parameters Tuning Can. J. Chem. Eng. 2007, 85, 537 - 548
    • (2007) Can. J. Chem. Eng. , vol.85 , pp. 537-548
    • Zhang, Q.1    Li, S.2
  • 18
    • 9244247274 scopus 로고    scopus 로고
    • A tuning algorithm for multivariable restricted structure control systems using subspace identification
    • Sanchez, A.; Katebi, M. R.; Johnson, M. A. A Tuning Algorithm for Multivariable Restricted Structure Control Systems Using Subspace Identification Int. J. Adapt. Control Signal Process. 2004, 18, 745 - 770
    • (2004) Int. J. Adapt. Control Signal Process. , vol.18 , pp. 745-770
    • Sanchez, A.1    Katebi, M.R.2    Johnson, M.A.3
  • 19
    • 77951149109 scopus 로고    scopus 로고
    • Aspentech,; available from
    • Aspen SmartStep Advanced; Aspentech, 2008; available from http://www.aspentech.com/products/aspen-smartstep-advanced.cfm.
    • (2008) Aspen SmartStep Advanced
  • 20
    • 33646020970 scopus 로고    scopus 로고
    • The autocovariance least-squares method for estimating covariances: Application to model-based control of chemical reactors
    • Odelson, B. J.; Lutz, A.; Rawlings, J. B. The Autocovariance Least-Squares Method for Estimating Covariances: Application to Model-Based Control of Chemical Reactors IEEE Trans. Control Syst. Technol. 2006, 14 (3) 532 - 540
    • (2006) IEEE Trans. Control Syst. Technol. , vol.14 , Issue.3 , pp. 532-540
    • Odelson, B.J.1    Lutz, A.2    Rawlings, J.B.3
  • 21
    • 29244454276 scopus 로고    scopus 로고
    • A new autocovariance least-squares method for estimating noise covariances
    • Odelson, B. J.; Rajamani, M. R.; Rawlings, J. B. A New Autocovariance Least-Squares Method for Estimating Noise Covariances Automatica 2006, 42, 303 - 308
    • (2006) Automatica , vol.42 , pp. 303-308
    • Odelson, B.J.1    Rajamani, M.R.2    Rawlings, J.B.3
  • 22
    • 0031371961 scopus 로고    scopus 로고
    • Study of predictive controller tuning methods
    • Yamuna Rani, K.; Unbehauen, H. Study of Predictive Controller Tuning Methods Automatica 1997, 33 (12) 2243 - 2248
    • (1997) Automatica , vol.33 , Issue.12 , pp. 2243-2248
    • Yamuna Rani, K.1    Unbehauen, H.2
  • 23
    • 77951157498 scopus 로고    scopus 로고
    • personal communication s
    • Badgwell, T. A. personal communication s, 2008.
    • (2008)
    • Badgwell, T.A.1
  • 28
    • 0024032240 scopus 로고
    • Predictive controller design for Single-Input/Single-Output (SISO) systems
    • Maurath, P. R.; Mellichamp, D. A.; Seborg, D. E. Predictive Controller Design for Single-Input/Single-Output (SISO) Systems Ind. Eng. Chem. Res. 1988, 27, 956 - 963
    • (1988) Ind. Eng. Chem. Res. , vol.27 , pp. 956-963
    • Maurath, P.R.1    Mellichamp, D.A.2    Seborg, D.E.3
  • 30
    • 0024061886 scopus 로고
    • Nonlinear dynamic matrix control for high-purity distillation columns
    • Georgiou, A.; Georgakis, C.; Luyben, W. L. Nonlinear Dynamic Matrix Control for High-Purity Distillation Columns AIChE J. 1988, 34 (8) 1287 - 1298
    • (1988) AIChE J. , vol.34 , Issue.8 , pp. 1287-1298
    • Georgiou, A.1    Georgakis, C.2    Luyben, W.L.3
  • 31
    • 0022808303 scopus 로고
    • Dynamic matrix control: A nonstochastic, industrial process control technique with parallels in applied statistics
    • Ogunnaike, B. A. Dynamic Matrix Control: A Nonstochastic, Industrial Process Control Technique with Parallels in Applied Statistics Ind. Eng. Chem. Fundam. 1986, 25, 712 - 718
    • (1986) Ind. Eng. Chem. Fundam. , vol.25 , pp. 712-718
    • Ogunnaike, B.A.1
  • 32
    • 0028434063 scopus 로고
    • A pattern-based approach to excitation diagnostics for adaptive process control
    • Hinde, R. F.; Cooper, D. J. A Pattern-based Approach to Excitation Diagnostics for Adaptive Process Control Chem. Eng. Sci. 1994, 49 (9) 1403 - 1415
    • (1994) Chem. Eng. Sci. , vol.49 , Issue.9 , pp. 1403-1415
    • Hinde, R.F.1    Cooper, D.J.2
  • 33
    • 0027458261 scopus 로고
    • 1-norm model predictive control
    • 1-norm Model Predictive Control AIChE J. 1993, 39 (12) 1954 - 1965
    • (1993) AIChE J. , vol.39 , Issue.12 , pp. 1954-1965
    • Genceli, H.1    Nikolaou, M.2
  • 35
    • 0023311208 scopus 로고
    • Generalized predictive control - Part II. Extensions and interpretations
    • Clarke, D. W.; Mohtadi, C.; Tuffs, P. S. Generalized Predictive Control-Part II. Extensions and Interpretations Automatica 1987, 23 (2) 149 - 160
    • (1987) Automatica , vol.23 , Issue.2 , pp. 149-160
    • Clarke, D.W.1    Mohtadi, C.2    Tuffs, P.S.3
  • 36
    • 0000885451 scopus 로고
    • Properties of generalized predictive control
    • Clarke, D. W.; Mohtadi, C. Properties of Generalized Predictive Control Automatica 1989, 25 (6) 859 - 875
    • (1989) Automatica , vol.25 , Issue.6 , pp. 859-875
    • Clarke, D.W.1    Mohtadi, C.2
  • 37
    • 0023310961 scopus 로고
    • Generalized predictive control - Part I. The basic algorithm
    • Clarke, D. W.; Mohtadi, C.; Tuffs, P. S. Generalized Predictive Control-Part I. The Basic Algorithm Automatica 1987, 23 (2) 137 - 148
    • (1987) Automatica , vol.23 , Issue.2 , pp. 137-148
    • Clarke, D.W.1    Mohtadi, C.2    Tuffs, P.S.3
  • 38
    • 0032025375 scopus 로고    scopus 로고
    • Model-based control of string temperature for the heating furnace in continuous annealing
    • Yoshitani, N.; Hasegawa, A. Model-Based Control of String Temperature for the Heating Furnace in Continuous Annealing IEEE Trans. Control Syst. Technol. 1998, 6 (2) 146 - 156
    • (1998) IEEE Trans. Control Syst. Technol. , vol.6 , Issue.2 , pp. 146-156
    • Yoshitani, N.1    Hasegawa, A.2
  • 39
    • 0035892265 scopus 로고    scopus 로고
    • Application of optimal adaptive generalized predictive control to a packed distillation column
    • Karacan, S.; Hapoǧlu, H.; Alpbaz, M. Application of Optimal Adaptive Generalized Predictive Control to a Packed Distillation Column Chem. Eng. J. 2001, 84, 389 - 396
    • (2001) Chem. Eng. J. , vol.84 , pp. 389-396
    • Karacan, S.1    Hapoǧlu, H.2    Alpbaz, M.3
  • 40
    • 15944420869 scopus 로고    scopus 로고
    • Observer based multivariable control of a catalytic reverse flow reactor: Comparison between LQR and MPC approaches
    • Edouard, D.; Dufour, P.; Hammouri, H. Observer based Multivariable Control of a Catalytic Reverse Flow Reactor: Comparison between LQR and MPC Approaches Comput. Chem. Eng. 2005, 29, 851 - 865
    • (2005) Comput. Chem. Eng. , vol.29 , pp. 851-865
    • Edouard, D.1    Dufour, P.2    Hammouri, H.3
  • 42
    • 0042623464 scopus 로고    scopus 로고
    • RPN tuning strategy for model predictive control
    • Trierweiler, J. O.; Farina, L. A. RPN Tuning Strategy for Model Predictive Control J. Process Control 2003, 13, 591 - 598
    • (2003) J. Process Control , vol.13 , pp. 591-598
    • Trierweiler, J.O.1    Farina, L.A.2
  • 43
    • 0028313512 scopus 로고
    • Tuning of model predictive controllers for robust performance
    • Lee, J. H.; Yu, Z. H. Tuning of Model Predictive Controllers for Robust Performance. Comput. Chem. Eng. 1994, 18 (1) 15 - 37
    • (1994) Comput. Chem. Eng. , vol.18 , Issue.1 , pp. 15-37
    • Lee, J.H.1    Yu, Z.H.2
  • 44
    • 41049105058 scopus 로고    scopus 로고
    • Stabilization of max-plus-linear systems using model predictive control: The unconstrained case
    • Necoara, I.; van den Boom, T. J. J.; De Schutter, B.; Hellendoorn, H. Stabilization of Max-plus-linear Systems Using Model Predictive Control: The Unconstrained Case Automatica 2008, 44, 971 - 981
    • (2008) Automatica , vol.44 , pp. 971-981
    • Necoara, I.1    Van Den Boom, T.J.J.2    De Schutter, B.3    Hellendoorn, H.4
  • 47
    • 0027684083 scopus 로고
    • The stability of constrained receding horizon control
    • Rawlings, J. B.; Muske, K. R. The Stability of Constrained Receding Horizon Control IEEE Trans. Automatic Control 1993, 38 (10) 1512 - 1516
    • (1993) IEEE Trans. Automatic Control , vol.38 , Issue.10 , pp. 1512-1516
    • Rawlings, J.B.1    Muske, K.R.2
  • 51
    • 0029713404 scopus 로고    scopus 로고
    • Rigorous design of robust predictive controllers for processes with more inputs than outputs
    • Sarimveis, H.; Genceli, H.; Nikolaou, M. Rigorous Design of Robust Predictive Controllers for Processes with More Inputs than Outputs Comput. Chem. Eng. 1996, 20 (Supplement) S1065 - S1070
    • (1996) Comput. Chem. Eng. , vol.20 , Issue.SUPPLEMENT
    • Sarimveis, H.1    Genceli, H.2    Nikolaou, M.3
  • 54
    • 36749013499 scopus 로고    scopus 로고
    • Assessing Model Prediction Control (MPC) performance. 2. Bayesian approach for constraint tuning
    • DOI 10.1021/ie0704694
    • Agarwal, N.; Huang, B.; Tamayo, E. C. Assessing Model Prediction Control (MPC) Performance. 2. Bayesian Approach for Constraint Tuning Ind. Eng. Chem. Res. 2007, 46, 8112 - 8119 (Pubitemid 350208019)
    • (2007) Industrial and Engineering Chemistry Research , vol.46 , Issue.24 , pp. 8112-8119
    • Agarwal, N.1    Huang, B.2    Tamayo, E.C.3
  • 55
    • 0016117632 scopus 로고
    • A parallel filtering algorithm for linear systems with unknown time-varying noise statistics
    • Alspach, D. A Parallel Filtering Algorithm for Linear Systems with Unknown Time-varying Noise Statistics IEEE Trans. Automatic Control 1974, 19 (5) 552 - 556
    • (1974) IEEE Trans. Automatic Control , vol.19 , Issue.5 , pp. 552-556
    • Alspach, D.1
  • 58
    • 0014738795 scopus 로고
    • Maximum likelihood identification of stochastic linear systems
    • Kashyap, R. Maximum Likelihood Identification of Stochastic Linear Systems IEEE Trans. Automatic Control 1970, 15 (1) 25 - 34
    • (1970) IEEE Trans. Automatic Control , vol.15 , Issue.1 , pp. 25-34
    • Kashyap, R.1
  • 59
    • 0016990568 scopus 로고
    • Adaptive sequential estimation with unknown noise statistics
    • Myers, K.; Tapley, B. Adaptive Sequential Estimation with Unknown Noise Statistics IEEE Trans. Automatic Control 1976, 21 (4) 520 - 523
    • (1976) IEEE Trans. Automatic Control , vol.21 , Issue.4 , pp. 520-523
    • Myers, K.1    Tapley, B.2
  • 60
    • 0014764781 scopus 로고
    • On the identification of variances and adaptive Kalman filtering
    • Mehra, R. On the Identification of Variances and Adaptive Kalman Filtering IEEE Trans. Automatic Control 1970, 15 (12) 175 - 184
    • (1970) IEEE Trans. Automatic Control , vol.15 , Issue.12 , pp. 175-184
    • Mehra, R.1
  • 61
    • 0015416561 scopus 로고
    • Approaches to adaptive filtering
    • Mehra, R. Approaches to Adaptive Filtering IEEE Trans. Automatic Control 1972, 17 (5) 903 - 908
    • (1972) IEEE Trans. Automatic Control , vol.17 , Issue.5 , pp. 903-908
    • Mehra, R.1
  • 62
    • 0016060378 scopus 로고
    • Estimation of noise covariance matrices for a linear time-varying stochastic process
    • Bélanger, P. Estimation of Noise Covariance Matrices for a Linear Time-Varying Stochastic Process Automatica 1974, 10, 267 - 275
    • (1974) Automatica , vol.10 , pp. 267-275
    • Bélanger, P.1
  • 63
    • 0015725012 scopus 로고
    • Identification of optimum filter steady-state gain for systems with unknown noise covariances
    • Carew, B.; Bélanger, P. Identification of Optimum Filter Steady-state Gain for Systems with Unknown Noise Covariances IEEE Trans. Automatic Control 1973, 18 (6) 582 - 587
    • (1973) IEEE Trans. Automatic Control , vol.18 , Issue.6 , pp. 582-587
    • Carew, B.1    Bélanger, P.2
  • 64
    • 44649128813 scopus 로고    scopus 로고
    • A generalized autocovariance least-squares method for Kalman filter tuning
    • Åkesson, B. M.; J rgensen, J. B.; Poulsen, N. K.; J rgensen, S. B. A Generalized Autocovariance Least-squares Method for Kalman Filter Tuning J. Process Control 2008, 18, 769 - 779
    • (2008) J. Process Control , vol.18 , pp. 769-779
    • Åkesson, B.M.1    Jrgensen, J.B.2    Poulsen, N.K.3    Jrgensen, S.B.4
  • 65
    • 0033952227 scopus 로고    scopus 로고
    • Systematic estimation of state noise statistics for extended Kalman filters
    • Valappil, J.; Georgakis, C. Systematic Estimation of State Noise Statistics for Extended Kalman Filters AIChE J. 2000, 46 (2) 292 - 308
    • (2000) AIChE J. , vol.46 , Issue.2 , pp. 292-308
    • Valappil, J.1    Georgakis, C.2
  • 68
    • 36248973710 scopus 로고    scopus 로고
    • A tuning algorithm for model predictive controllers based on genetic algorithms and fuzzy decision making
    • van der Lee, J. H.; Svrcek, W. Y.; Young, B. R. A Tuning Algorithm for Model Predictive Controllers Based on Genetic Algorithms and Fuzzy Decision Making ISA Trans. 2008, 47, 53 - 59
    • (2008) ISA Trans. , vol.47 , pp. 53-59
    • Van Der Lee, J.H.1    Svrcek, W.Y.2    Young, B.R.3
  • 69
    • 0035372308 scopus 로고    scopus 로고
    • On-line tuning strategy for model predictive controllers
    • Al-Ghazzawi, A.; Ali, E.; Nouh, A.; Zafiriou, E. On-line Tuning Strategy for Model Predictive Controllers J. Process Control 2001, 11, 265 - 284
    • (2001) J. Process Control , vol.11 , pp. 265-284
    • Al-Ghazzawi, A.1    Ali, E.2    Nouh, A.3    Zafiriou, E.4
  • 72
    • 0142185971 scopus 로고    scopus 로고
    • Direct self-tuning model following predictive control of a variable-frequency oil-cooling machine
    • Denver, CO, June 4-6
    • Tsai, C.; Teng, F.; Lin, S. Direct Self-Tuning Model Following Predictive Control of a Variable-Frequency Oil-Cooling Machine. In Proceedings of the 2003 American Control Conference, Denver, CO, June 4-6, 2003.
    • (2003) Proceedings of the 2003 American Control Conference
    • Tsai, C.1    Teng, F.2    Lin, S.3
  • 73
    • 0032026301 scopus 로고    scopus 로고
    • Multivariable self-tuning temperature control for plastic injection molding process
    • Tsai, C.; Lu, C. Multivariable Self-Tuning Temperature Control for Plastic Injection Molding Process IEEE Trans. Industry Appl. 1998, 34 (2) 310 - 318
    • (1998) IEEE Trans. Industry Appl. , vol.34 , Issue.2 , pp. 310-318
    • Tsai, C.1    Lu, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.