메뉴 건너뛰기




Volumn 85, Issue 4, 2007, Pages 537-548

Enhanced performance assessment of subspace model-based predictive controller with parameters tuning

Author keywords

Model predictive control (MPC); MPC achievable benchmark; Performance assessment; Subspace identification

Indexed keywords

COMPUTER SIMULATION; CONSTRAINT THEORY; PARAMETER ESTIMATION; TUNING;

EID: 34548591514     PISSN: 00084034     EISSN: None     Source Type: Journal    
DOI: 10.1002/cjce.5450850415     Document Type: Review
Times cited : (9)

References (56)
  • 1
    • 0000642183 scopus 로고
    • Computer Control of a Paper Machine - An Application of Linear Stochastic Control Theory
    • Astrom, K., "Computer Control of a Paper Machine - An Application of Linear Stochastic Control Theory," IBM J. 7, 389-396 (1967).
    • (1967) IBM J , vol.7 , pp. 389-396
    • Astrom, K.1
  • 2
    • 0141620320 scopus 로고    scopus 로고
    • Evaluation of Controller Performance-Use of Models Derived by Subspace Identification
    • Bezergianni, S. and C. Georgakis, "Evaluation of Controller Performance-Use of Models Derived by Subspace Identification," Int. J. Adaptive Control Signal Proc. 17, 527-552 (2003).
    • (2003) Int. J. Adaptive Control Signal Proc , vol.17 , pp. 527-552
    • Bezergianni, S.1    Georgakis, C.2
  • 4
    • 0010693524 scopus 로고    scopus 로고
    • Closed-Loop Identification using Canonical Correlation Analysis
    • Karlsruhe
    • Chou, C. T. and M. Verhaegen, "Closed-Loop Identification using Canonical Correlation Analysis," in "Proc. 5th European Control Conference," Karlsruhe F-162 (1999).
    • (1999) Proc. 5th European Control Conference
    • Chou, C.T.1    Verhaegen, M.2
  • 5
    • 0023310961 scopus 로고
    • Generalized Predictive Control-Part I. The Basic Algorithm
    • Clarke, D. W., C. Mohtadi and P. S. Tuffs, "Generalized Predictive Control-Part I. The Basic Algorithm," Automatica 23(2), 137-148 (1987).
    • (1987) Automatica , vol.23 , Issue.2 , pp. 137-148
    • Clarke, D.W.1    Mohtadi, C.2    Tuffs, P.S.3
  • 6
    • 0026191190 scopus 로고
    • Constrained Receding Horizon Predictive Control
    • Clarke, D. W. and R. Scattolini, "Constrained Receding Horizon Predictive Control," Proc. IEE 138(4), 347 (1991).
    • (1991) Proc. IEE , vol.138 , Issue.4 , pp. 347
    • Clarke, D.W.1    Scattolini, R.2
  • 7
    • 0003236857 scopus 로고
    • Dynamic Matrix Control - A Computer Control Algorithm
    • Houston, TX, April
    • Cutler, C. R. and B. L. Ramaker, "Dynamic Matrix Control - A Computer Control Algorithm," in "Proc. AICHE National Meeting," Houston, TX, April (1979).
    • (1979) Proc. AICHE National Meeting
    • Cutler, C.R.1    Ramaker, B.L.2
  • 8
    • 0026994413 scopus 로고
    • Performance Assessment Measure for Univariate Feedback Control
    • Desborough, L. and T. Harris, "Performance Assessment Measure for Univariate Feedback Control," Can. J. Chem. Eng. 70, 1186-1197 (1992).
    • (1992) Can. J. Chem. Eng , vol.70 , pp. 1186-1197
    • Desborough, L.1    Harris, T.2
  • 9
    • 0018004988 scopus 로고
    • Evaluation of Process Control Effectiveness and Diagnosis of Variation in Paper Basis Weight via Multivariate Time Series Analysis
    • DeVries, W. R. and S. M. Wu, "Evaluation of Process Control Effectiveness and Diagnosis of Variation in Paper Basis Weight via Multivariate Time Series Analysis," IEEE Trans. Auto. Cont. 23(4), 702-708 (1978).
    • (1978) IEEE Trans. Auto. Cont , vol.23 , Issue.4 , pp. 702-708
    • DeVries, W.R.1    Wu, S.M.2
  • 10
    • 0000716903 scopus 로고
    • Process Control Performance: Not As Good As You Think
    • Ender, D., "Process Control Performance: Not As Good As You Think," Control Eng. 9, 180-190 (1993).
    • (1993) Control Eng , vol.9 , pp. 180-190
    • Ender, D.1
  • 11
    • 34548566566 scopus 로고    scopus 로고
    • Closed Loop Model Fee Subspace Based LQG Design
    • Technical Report 98-108, Katholieke Universiteit, Leuven
    • Favoreel, W., B. de Moor, M. Gevers and P. Van Overschee, "Closed Loop Model Fee Subspace Based LQG Design," Technical Report 98-108, Katholieke Universiteit, Leuven (1998a).
    • (1998)
    • Favoreel, W.1    de Moor, B.2    Gevers, M.3    Van Overschee, P.4
  • 12
    • 0002960997 scopus 로고    scopus 로고
    • SPC: Subspace Predictive Control
    • Technical Report 98-49, Katholieke Universiteit, Leuven
    • Favoreel, W. and B. de Moor, "SPC: Subspace Predictive Control," Technical Report 98-49, Katholieke Universiteit, Leuven (1998b).
    • (1998)
    • Favoreel, W.1    de Moor, B.2
  • 14
    • 0033888152 scopus 로고    scopus 로고
    • Subspace State Space System Identification for Industrial Processes
    • Favoreel, W., B. deMoor and P. Van Overschee, "Subspace State Space System Identification for Industrial Processes," J. Proc. Cont. 10, 149-155 (2000).
    • (2000) J. Proc. Cont , vol.10 , pp. 149-155
    • Favoreel, W.1    deMoor, B.2    Van Overschee, P.3
  • 15
    • 0034315171 scopus 로고    scopus 로고
    • A Projection Method for Closed-Loop Identification
    • Forssell, U. and L. Ljung, "A Projection Method for Closed-Loop Identification," IEEE Trans. Auto. Cont. 45(11) 2101-2106 (2000).
    • (2000) IEEE Trans. Auto. Cont , vol.45 , Issue.11 , pp. 2101-2106
    • Forssell, U.1    Ljung, L.2
  • 16
    • 0024668467 scopus 로고
    • Model Predictive Control: Theory and Practice - A Survey
    • Garcia, C. E., D. M. Prett and M. Morari, "Model Predictive Control: Theory and Practice - A Survey," Automatica 25, 335-348 (1989).
    • (1989) Automatica , vol.25 , pp. 335-348
    • Garcia, C.E.1    Prett, D.M.2    Morari, M.3
  • 17
    • 0035546391 scopus 로고    scopus 로고
    • Subspace Identification using Instrumental Variable Techniques
    • Gustavsson, T., "Subspace Identification using Instrumental Variable Techniques," Automatica 37(12), 2005-2010 (2001).
    • (2001) Automatica , vol.37 , Issue.12 , pp. 2005-2010
    • Gustavsson, T.1
  • 18
    • 0024750457 scopus 로고
    • Assessment of Control Loop Performance
    • Harris, T. J., "Assessment of Control Loop Performance," Can. J. Chem. Eng. 67, 856-861 (1989).
    • (1989) Can. J. Chem. Eng , vol.67 , pp. 856-861
    • Harris, T.J.1
  • 19
    • 0030287332 scopus 로고    scopus 로고
    • Performance Assessment of Multivariable Feedback Controllers
    • Harris, T. J., F. Boudreau and J. F. MacGregor, "Performance Assessment of Multivariable Feedback Controllers," Automatica 32, 1505-1518 (1996).
    • (1996) Automatica , vol.32 , pp. 1505-1518
    • Harris, T.J.1    Boudreau, F.2    MacGregor, J.F.3
  • 20
    • 0033080258 scopus 로고    scopus 로고
    • A Review of Performance Monitoring and Assessment Techniques for Univariate and Multivariate Control Systems
    • Harris, T. J., C. T. Seppala and L. D. Desborough, "A Review of Performance Monitoring and Assessment Techniques for Univariate and Multivariate Control Systems," J. Proc. Cont. 9, 1-17 (1999).
    • (1999) J. Proc. Cont , vol.9 , pp. 1-17
    • Harris, T.J.1    Seppala, C.T.2    Desborough, L.D.3
  • 21
    • 0003416227 scopus 로고    scopus 로고
    • Recent Developments in Controller Performance Monitoring and Assessment Techniques
    • Tucson, AZ
    • Harris, T. J. and C. T. Seppala, "Recent Developments in Controller Performance Monitoring and Assessment Techniques," CPC-VI, Tucson, AZ (2001), pp. 220-250.
    • (2001) CPC-VI , pp. 220-250
    • Harris, T.J.1    Seppala, C.T.2
  • 22
    • 3242736591 scopus 로고    scopus 로고
    • Statistical Properties of Quadratic-Type Performance Indexes
    • Harris, T. J., "Statistical Properties of Quadratic-Type Performance Indexes," J. Proc. Cont. 14, 899-914 (2004).
    • (2004) J. Proc. Cont , vol.14 , pp. 899-914
    • Harris, T.J.1
  • 23
    • 0032592820 scopus 로고    scopus 로고
    • A Modified Index for Control Performance Assessment
    • Horch, A. and A. J. Isaksson, "A Modified Index for Control Performance Assessment," J. Proc. Cont. 9, 475-483 (1999).
    • (1999) J. Proc. Cont , vol.9 , pp. 475-483
    • Horch, A.1    Isaksson, A.J.2
  • 24
    • 0031163922 scopus 로고    scopus 로고
    • Good, Bad or Optimal, Performance Assessment of Multivariable Processes
    • Huang, B., S. L. Shah and E. F. Kwok, "Good, Bad or Optimal, Performance Assessment of Multivariable Processes," Automatica 33, 1175-1183 (1997).
    • (1997) Automatica , vol.33 , pp. 1175-1183
    • Huang, B.1    Shah, S.L.2    Kwok, E.F.3
  • 26
    • 0342748683 scopus 로고    scopus 로고
    • Model Validation for Industrial Model Predictive Control Systems
    • Huang, B. and E. C. Tamayo, "Model Validation for Industrial Model Predictive Control Systems," Chem. Eng. Sci. 55, 2315-2327 (2000).
    • (2000) Chem. Eng. Sci , vol.55 , pp. 2315-2327
    • Huang, B.1    Tamayo, E.C.2
  • 27
    • 0141861075 scopus 로고    scopus 로고
    • A Pragmatic Approach Towards Assessment of Control Loop Performance
    • Huang, B., "A Pragmatic Approach Towards Assessment of Control Loop Performance," Int. J. Adaptive Control Signal Proc. 17, 589-608 (2003).
    • (2003) Int. J. Adaptive Control Signal Proc , vol.17 , pp. 589-608
    • Huang, B.1
  • 28
    • 4444348713 scopus 로고    scopus 로고
    • Closed-Loop Subspace Identification: An Orthogonal Projection Approach
    • Huang, B., S. X. Ding and S. J. Qin, "Closed-Loop Subspace Identification: An Orthogonal Projection Approach," J. Proc. Cont. 15, 53-66 (2005)
    • (2005) J. Proc. Cont , vol.15 , pp. 53-66
    • Huang, B.1    Ding, S.X.2    Qin, S.J.3
  • 29
    • 0346749859 scopus 로고    scopus 로고
    • Performance Assessment using a Model Predictive Control Benchmark
    • Julien, R. H., M. W Foleyd and W. R. Cluett, "Performance Assessment using a Model Predictive Control Benchmark," J. Proc. Cont. 14, 441-456 (2004).
    • (2004) J. Proc. Cont , vol.14 , pp. 441-456
    • Julien, R.H.1    Foleyd, M.W.2    Cluett, W.R.3
  • 30
    • 0036780879 scopus 로고    scopus 로고
    • Controller Performance Analysis with LQG Benchmark Obtained under Closed Loop Conditions
    • Kadali, R. and B. Huang, "Controller Performance Analysis with LQG Benchmark Obtained under Closed Loop Conditions," ISA Trans. 41, 521-537 (2002a).
    • (2002) ISA Trans , vol.41 , pp. 521-537
    • Kadali, R.1    Huang, B.2
  • 31
    • 0037138592 scopus 로고    scopus 로고
    • Estimation of Dynamic Matrix and Noise Model for Model Predictive Control using Closed-Loop Data
    • Kadali, R. and B. Huang, "Estimation of Dynamic Matrix and Noise Model for Model Predictive Control using Closed-Loop Data," Ind. Eng. Chem. Res. 41, 842-852 (2002b).
    • (2002) Ind. Eng. Chem. Res , vol.41 , pp. 842-852
    • Kadali, R.1    Huang, B.2
  • 32
    • 0037358193 scopus 로고    scopus 로고
    • A Data Driven Subspace Approach to Predictive Controller Design
    • Kadali, R., B. Huang and A. Rossiter, "A Data Driven Subspace Approach to Predictive Controller Design," Control Eng. Practice 11, 261-278 (2003).
    • (2003) Control Eng. Practice , vol.11 , pp. 261-278
    • Kadali, R.1    Huang, B.2    Rossiter, A.3
  • 34
    • 0033954875 scopus 로고    scopus 로고
    • Performance Assessment of Cascade Control Loops
    • Ko, B.-S. and T. F. Edgar, "Performance Assessment of Cascade Control Loops," AIChE J. 46, 281-291 (2000).
    • (2000) AIChE J , vol.46 , pp. 281-291
    • Ko, B.-S.1    Edgar, T.F.2
  • 35
    • 0038383694 scopus 로고    scopus 로고
    • Performance Assessment of Constrained Model Predictive Control Systems
    • Ko, B.-S. and T. F. Edgar, "Performance Assessment of Constrained Model Predictive Control Systems," AIChE J. 47, 1363-1371 (2001).
    • (2001) AIChE J , vol.47 , pp. 1363-1371
    • Ko, B.-S.1    Edgar, T.F.2
  • 36
    • 0030197657 scopus 로고    scopus 로고
    • Subspace Identification from Closed Loop Data
    • Ljung, L. and T. McKelvey, "Subspace Identification from Closed Loop Data," Signal Proc. 52, 209-215 (1996).
    • (1996) Signal Proc , vol.52 , pp. 209-215
    • Ljung, L.1    McKelvey, T.2
  • 37
    • 0004092085 scopus 로고    scopus 로고
    • 2nd ed, Englewood Cliffs, Prentice-Hall, NJ
    • Ljung, L., "System Identification," 2nd ed., Englewood Cliffs, Prentice-Hall, NJ (1998).
    • (1998) System Identification
    • Ljung, L.1
  • 39
    • 0033876326 scopus 로고    scopus 로고
    • Constrained Model Predictive Control: Stability and Optimality
    • Mayne, D. Q., J. B. Rawlings, C. V. Rao and P. O. M. Scokaert, "Constrained Model Predictive Control: Stability and Optimality," Automatica 36, 789-814 (2002).
    • (2002) Automatica , vol.36 , pp. 789-814
    • Mayne, D.Q.1    Rawlings, J.B.2    Rao, C.V.3    Scokaert, P.O.M.4
  • 40
    • 38249014725 scopus 로고
    • Performance Adaptive Control: General Structure and a Case Study
    • McIntosh, A. R., D. G. Fisher and S. L. Shah, "Performance Adaptive Control: General Structure and a Case Study," J. Proc. Cont. 2(4), 213-226 (1992).
    • (1992) J. Proc. Cont , vol.2 , Issue.4 , pp. 213-226
    • McIntosh, A.R.1    Fisher, D.G.2    Shah, S.L.3
  • 41
    • 0027561448 scopus 로고
    • Dynamic Simulator for a Model IV Fluid Catalytic Cracking Unit
    • McFarlane, R. C., R. C. Reineman, J. F. Bartee and C. Georgakis, "Dynamic Simulator for a Model IV Fluid Catalytic Cracking Unit," Comput. Chem. Eng. 17(3), 275-300 (1993).
    • (1993) Comput. Chem. Eng , vol.17 , Issue.3 , pp. 275-300
    • McFarlane, R.C.1    Reineman, R.C.2    Bartee, J.F.3    Georgakis, C.4
  • 42
    • 0033135677 scopus 로고    scopus 로고
    • Model Predictive Control: Past, Present and Future
    • Morari, M. and J. H. Lee, "Model Predictive Control: Past, Present and Future," Comput. Chem. Eng. 23, 667-682 (1999).
    • (1999) Comput. Chem. Eng , vol.23 , pp. 667-682
    • Morari, M.1    Lee, J.H.2
  • 43
    • 0038002848 scopus 로고    scopus 로고
    • Assessing the Performance of Model Predictive Controllers
    • Patwardhan, R. S. and S. L. Shah, "Assessing the Performance of Model Predictive Controllers," Can. J. Chem. Eng. 80, 954-966 (2002).
    • (2002) Can. J. Chem. Eng , vol.80 , pp. 954-966
    • Patwardhan, R.S.1    Shah, S.L.2
  • 44
    • 0041802770 scopus 로고    scopus 로고
    • A Survey of Industrial Model Predictive Control Technology
    • Qin, S. J. and T. A. Badgwell, "A Survey of Industrial Model Predictive Control Technology," Control Eng. Practice 11, 733-764 (2003).
    • (2003) Control Eng. Practice , vol.11 , pp. 733-764
    • Qin, S.J.1    Badgwell, T.A.2
  • 45
    • 0032469932 scopus 로고    scopus 로고
    • Control Performance Monitoring: A Review and Assessment
    • Qin, S. J., "Control Performance Monitoring: A Review and Assessment," Comput. Chem. Eng. 23, 173-186 (1998).
    • (1998) Comput. Chem. Eng , vol.23 , pp. 173-186
    • Qin, S.J.1
  • 46
    • 0018015327 scopus 로고
    • Model Predictive Heuristic Control: Applications to Industrial Processes
    • Richalet, J., A. Rault, J. L. Testud and J. Papon, "Model Predictive Heuristic Control: Applications to Industrial Processes," Automatica 14, 413-428. (1978).
    • (1978) Automatica , vol.14 , pp. 413-428
    • Richalet, J.1    Rault, A.2    Testud, J.L.3    Papon, J.4
  • 47
    • 0027684083 scopus 로고
    • The Stability of Constrained Receding Horizon Control
    • Rawlings, J. and K. Muske, "The Stability of Constrained Receding Horizon Control," IEEE Trans. Auto. Control 38, 1512-1524 (1993).
    • (1993) IEEE Trans. Auto. Control , vol.38 , pp. 1512-1524
    • Rawlings, J.1    Muske, K.2
  • 48
    • 19244375599 scopus 로고    scopus 로고
    • Multivariable MPC System Performance Assessment, Monitoring, and Diagnosis
    • Schafer, J. and A. Cinar, "Multivariable MPC System Performance Assessment, Monitoring, and Diagnosis," J. Proc. Cont. 14, 113-129 (2004).
    • (2004) J. Proc. Cont , vol.14 , pp. 113-129
    • Schafer, J.1    Cinar, A.2
  • 49
    • 0141613538 scopus 로고    scopus 로고
    • Multivariate Controller Performance Assessment: Methods, Applications and Challenges
    • CACHE, Tuscon, AZ
    • Shah, S. L., R. Patwardhan and B. Huang, "Multivariate Controller Performance Assessment: Methods, Applications and Challenges," in "Chemical Process Control-CPC VI," CACHE, Tuscon, AZ (2002), pp. 190-207.
    • (2002) Chemical Process Control-CPC VI , pp. 190-207
    • Shah, S.L.1    Patwardhan, R.2    Huang, B.3
  • 50
    • 0344915273 scopus 로고
    • Staying on Top of Advanced Control
    • Studebaker, P., "Staying on Top of Advanced Control," Control Mag. 4, 6-48 (1995).
    • (1995) Control Mag , vol.4 , pp. 6-48
    • Studebaker, P.1
  • 51
    • 0027545302 scopus 로고
    • Monitoring and Diagnosing Process Control Performance: The Single-Loop Case
    • Stanfelj, N., T. E. Marlin and J. F. MacGregor, "Monitoring and Diagnosing Process Control Performance: The Single-Loop Case," Ind. Eng. Chem. Res. 32, 301-314 (1993).
    • (1993) Ind. Eng. Chem. Res , vol.32 , pp. 301-314
    • Stanfelj, N.1    Marlin, T.E.2    MacGregor, J.F.3
  • 52
    • 0042623464 scopus 로고    scopus 로고
    • RPN Tuning Strategy for Model Predictive Control
    • Trierweilera, J. O. and L. A. Farinab, "RPN Tuning Strategy for Model Predictive Control," J. Proc. Cont. 13, 591-598 (2003).
    • (2003) J. Proc. Cont , vol.13 , pp. 591-598
    • Trierweilera, J.O.1    Farinab, L.A.2
  • 53
    • 0027701635 scopus 로고
    • An Indirect Method for Transfer Function Estimation from Closed-Loop Data
    • Van den Hof, P. M. J. and R. J. P. Schrama, "An Indirect Method for Transfer Function Estimation from Closed-Loop Data," Automatica 29, 1523-1527 (1993).
    • (1993) Automatica , vol.29 , pp. 1523-1527
    • Van den Hof, P.M.J.1    Schrama, R.J.P.2
  • 56
    • 0027623661 scopus 로고
    • Application of a Subspace Model Identification Technique to Identify LTI Systems Operating in Closed Loop
    • Verhaegen, M., "Application of a Subspace Model Identification Technique to Identify LTI Systems Operating in Closed Loop," Automatica 29(4), 1027-1040 (1993).
    • (1993) Automatica , vol.29 , Issue.4 , pp. 1027-1040
    • Verhaegen, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.