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Volumn 54, Issue 20, 2015, Pages 5505-5513

Multivariable PID Control Using Improved State Space Model Predictive Control Optimization

Author keywords

[No Author keywords available]

Indexed keywords

DELAY CONTROL SYSTEMS; DISTILLATION; DISTILLATION COLUMNS; ELECTRIC CONTROL EQUIPMENT; MODEL PREDICTIVE CONTROL; MULTIVARIABLE SYSTEMS; PREDICTIVE CONTROL SYSTEMS; PROPORTIONAL CONTROL SYSTEMS; STATE SPACE METHODS; THREE TERM CONTROL SYSTEMS; TIME DELAY; TWO TERM CONTROL SYSTEMS;

EID: 84930646004     PISSN: 08885885     EISSN: 15205045     Source Type: Journal    
DOI: 10.1021/acs.iecr.5b00367     Document Type: Article
Times cited : (18)

References (54)
  • 2
    • 85146355326 scopus 로고
    • Optimum settings for automatic controllers
    • Ziegler, J.; Nichols, N. Optimum settings for automatic controllers Trans. ASME 1942, 64, 759 - 768
    • (1942) Trans. ASME , vol.64 , pp. 759-768
    • Ziegler, J.1    Nichols, N.2
  • 3
    • 85034184111 scopus 로고
    • Theoretical investigation of retarded control
    • Cohen, G. H.; Coon, G. A. Theoretical investigation of retarded control Trans. ASME 1953, 75, 827 - 834
    • (1953) Trans. ASME , vol.75 , pp. 827-834
    • Cohen, G.H.1    Coon, G.A.2
  • 4
    • 0030258742 scopus 로고    scopus 로고
    • Tunning proportional-integral-derivative controllers for integrator/dead time processes
    • Luyben, W. L. Tunning proportional-integral-derivative controllers for integrator/dead time processes Ind. Eng. Chem. Res. 1996, 35 (10) 3480 - 3483
    • (1996) Ind. Eng. Chem. Res. , vol.35 , Issue.10 , pp. 3480-3483
    • Luyben, W.L.1
  • 5
    • 79959824416 scopus 로고    scopus 로고
    • Dynamic modeling and nonlinear predictive control based on partitioned model and nonlinear optimization
    • Zhang, R.; Xue, A.; Wang, S. Dynamic modeling and nonlinear predictive control based on partitioned model and nonlinear optimization Ind. Eng. Chem. Res. 2011, 50 (13) 8110 - 8121
    • (2011) Ind. Eng. Chem. Res. , vol.50 , Issue.13 , pp. 8110-8121
    • Zhang, R.1    Xue, A.2    Wang, S.3
  • 6
    • 42949090266 scopus 로고    scopus 로고
    • Support vector machine based predictive functional control design for output temperature of coking furnace
    • Zhang, R.; Wang, S. Support vector machine based predictive functional control design for output temperature of coking furnace J. Process Control 2008, 18 (5) 439 - 448
    • (2008) J. Process Control , vol.18 , Issue.5 , pp. 439-448
    • Zhang, R.1    Wang, S.2
  • 7
    • 0032098151 scopus 로고    scopus 로고
    • Improved identification and autotuning of PI controllers for MIMO processes by relay techniques
    • Semino, D.; Scali, C. Improved identification and autotuning of PI controllers for MIMO processes by relay techniques J. Process Control 1998, 8 (3) 219 - 227
    • (1998) J. Process Control , vol.8 , Issue.3 , pp. 219-227
    • Semino, D.1    Scali, C.2
  • 8
    • 33646768208 scopus 로고    scopus 로고
    • Robust MIMO PID controllers tuning based on complex/real ratio of the characteristic matrix eigenvalues
    • Ruiz-López, I. I.; Rodríguez-Jimenes, G. C.; García-Alvarado, M. A. Robust MIMO PID controllers tuning based on complex/real ratio of the characteristic matrix eigenvalues Chem. Eng. Sci. 2006, 61 (13) 4332 - 4340
    • (2006) Chem. Eng. Sci. , vol.61 , Issue.13 , pp. 4332-4340
    • Ruiz-López, I.I.1    Rodríguez-Jimenes, G.C.2    García-Alvarado, M.A.3
  • 9
    • 84901417517 scopus 로고    scopus 로고
    • Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation
    • Ahmad, M. A.; Azuma, S.; Sugie, T. Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation Expert Systems with Applications 2014, 41 (14) 6361 - 6370
    • (2014) Expert Systems with Applications , vol.41 , Issue.14 , pp. 6361-6370
    • Ahmad, M.A.1    Azuma, S.2    Sugie, T.3
  • 10
    • 33751208285 scopus 로고    scopus 로고
    • PID controller synthesis for a class of unstable MIMO plants with I/O delays
    • Gündeş, A. N.; Özbay, H.; Özgüler, A. B. PID controller synthesis for a class of unstable MIMO plants with I/O delays Automatica 2007, 43 (1) 135 - 142
    • (2007) Automatica , vol.43 , Issue.1 , pp. 135-142
    • Gündeş, A.N.1    Özbay, H.2    Özgüler, A.B.3
  • 11
    • 67349086023 scopus 로고    scopus 로고
    • Multivariable PID control design for activated sludge process with nitrification and denitrification
    • Wahab, N. A.; Katebi, R.; Balderud, J. Multivariable PID control design for activated sludge process with nitrification and denitrification Biochem. Eng. J. 2009, 45 (3) 239 - 248
    • (2009) Biochem. Eng. J. , vol.45 , Issue.3 , pp. 239-248
    • Wahab, N.A.1    Katebi, R.2    Balderud, J.3
  • 13
    • 84890011821 scopus 로고    scopus 로고
    • New design of state space linear quadratic fault-tolerant tracking control for batch processes with partial actuator failure
    • Zhang, R.; Gan, L.; Lu, J.; Gao, F. New design of state space linear quadratic fault-tolerant tracking control for batch processes with partial actuator failure Ind. Eng. Chem. Res. 2013, 52 (46) 16294 - 16300
    • (2013) Ind. Eng. Chem. Res. , vol.52 , Issue.46 , pp. 16294-16300
    • Zhang, R.1    Gan, L.2    Lu, J.3    Gao, F.4
  • 14
    • 77949490912 scopus 로고    scopus 로고
    • A simplified linear iterative predictive functional control approach for chamber pressure of industrial coke furnace
    • Zhang, R. D.; Li, P.; Xue, A. K.; Jiang, A. P.; Wang, S. Q. A simplified linear iterative predictive functional control approach for chamber pressure of industrial coke furnace J. Process Control 2010, 20 (4) 464 - 471
    • (2010) J. Process Control , vol.20 , Issue.4 , pp. 464-471
    • Zhang, R.D.1    Li, P.2    Xue, A.K.3    Jiang, A.P.4    Wang, S.Q.5
  • 15
    • 50549104325 scopus 로고    scopus 로고
    • Adaptive state feedback predictive control and expert control for a delayed coking furnace
    • Zhang, W. Y.; Huang, D. X.; Wang, Y. D.; Wang, J. C. Adaptive state feedback predictive control and expert control for a delayed coking furnace Chin. J. Chem. Eng. 2008, 16 (4) 590 - 598
    • (2008) Chin. J. Chem. Eng. , vol.16 , Issue.4 , pp. 590-598
    • Zhang, W.Y.1    Huang, D.X.2    Wang, Y.D.3    Wang, J.C.4
  • 16
    • 84909644997 scopus 로고    scopus 로고
    • Optimal control of grinding mill circuit using model predictive static programming: A new nonlinear MPC paradigm
    • le Roux, J. D.; Padhi, R.; Craig, I. K. Optimal control of grinding mill circuit using model predictive static programming: A new nonlinear MPC paradigm J. Process Control 2014, 24 (12) 29 - 40
    • (2014) J. Process Control , vol.24 , Issue.12 , pp. 29-40
    • Le Roux, J.D.1    Padhi, R.2    Craig, I.K.3
  • 17
    • 84905703678 scopus 로고    scopus 로고
    • Handling uncertainty in economic nonlinear model predictive control: A comparative case study
    • Lucia, S.; Andersson, J. A.E.; Brandt, H.; Diehl, M.; Engell, S. Handling uncertainty in economic nonlinear model predictive control: A comparative case study J. Process Control 2014, 24 (12) 1247 - 1259
    • (2014) J. Process Control , vol.24 , Issue.12 , pp. 1247-1259
    • Lucia, S.1    Andersson, J.A.E.2    Brandt, H.3    Diehl, M.4    Engell, S.5
  • 18
    • 84894819944 scopus 로고    scopus 로고
    • Temperature modeling in a coke furnace with improved RNA-GA based RBF network
    • Zhang, R.; Tao, J.; Gao, F. Temperature modeling in a coke furnace with improved RNA-GA based RBF network Ind. Eng. Chem. Res. 2014, 53 (8) 3236 - 3245
    • (2014) Ind. Eng. Chem. Res. , vol.53 , Issue.8 , pp. 3236-3245
    • Zhang, R.1    Tao, J.2    Gao, F.3
  • 19
    • 84870803472 scopus 로고    scopus 로고
    • Multivariable PID controller design for chemical processes by frequency response approximation
    • Escobar, M.; Trierweiler, J. O. Multivariable PID controller design for chemical processes by frequency response approximation Chem. Eng. Sci. 2013, 88, 1 - 15
    • (2013) Chem. Eng. Sci. , vol.88 , pp. 1-15
    • Escobar, M.1    Trierweiler, J.O.2
  • 20
    • 0031126472 scopus 로고    scopus 로고
    • Automatic tuning of decentralized PID controllers for MIMO processes
    • Halevi, Y.; Palmor, Z. J.; Efrati, T. Automatic tuning of decentralized PID controllers for MIMO processes J. Process Control 1997, 7 (2) 119 - 128
    • (1997) J. Process Control , vol.7 , Issue.2 , pp. 119-128
    • Halevi, Y.1    Palmor, Z.J.2    Efrati, T.3
  • 21
    • 84877619895 scopus 로고    scopus 로고
    • A multivariable IMC-PID method for non-square large time delay systems using NPSO algorithm
    • Jin, Q. B.; Hao, F.; Wang, Q. A multivariable IMC-PID method for non-square large time delay systems using NPSO algorithm J. Process Control 2013, 23 (5) 649 - 663
    • (2013) J. Process Control , vol.23 , Issue.5 , pp. 649-663
    • Jin, Q.B.1    Hao, F.2    Wang, Q.3
  • 22
    • 37849013748 scopus 로고    scopus 로고
    • Multivariable PID control with set-point weighting via BMI optimization
    • Bianchi, F. D.; Mantz, R. J.; Christiansen, C. F. Multivariable PID control with set-point weighting via BMI optimization Automatica 2008, 44 (2) 472 - 478
    • (2008) Automatica , vol.44 , Issue.2 , pp. 472-478
    • Bianchi, F.D.1    Mantz, R.J.2    Christiansen, C.F.3
  • 23
    • 33847685253 scopus 로고    scopus 로고
    • A multi-crossover genetic approach to multivariable PID controllers tuning
    • Chang, W. D. A multi-crossover genetic approach to multivariable PID controllers tuning Expert Systems with Applications 2007, 33 (3) 620 - 626
    • (2007) Expert Systems with Applications , vol.33 , Issue.3 , pp. 620-626
    • Chang, W.D.1
  • 24
    • 84896357792 scopus 로고    scopus 로고
    • A genetic-multivariable fractional order PID control to multi-input multi-output processes
    • Moradi, M. A genetic-multivariable fractional order PID control to multi-input multi-output processes J. Process Control 2014, 24 (4) 336 - 343
    • (2014) J. Process Control , vol.24 , Issue.4 , pp. 336-343
    • Moradi, M.1
  • 25
    • 84901417517 scopus 로고    scopus 로고
    • Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation
    • Ahmad, M. A.; Azuma, S.; Sugie, T. Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation Expert Systems with Applications 2014, 41 (14) 6361 - 6370
    • (2014) Expert Systems with Applications , vol.41 , Issue.14 , pp. 6361-6370
    • Ahmad, M.A.1    Azuma, S.2    Sugie, T.3
  • 26
    • 84909943284 scopus 로고    scopus 로고
    • Temperature control of industrial coke furnace using novel state space model predictive control
    • Zhang, R.; Xue, A.; Gao, F. Temperature control of industrial coke furnace using novel state space model predictive control IEEE Trans. Ind. Inf. 2014, 10 (4) 2084 - 2092
    • (2014) IEEE Trans. Ind. Inf. , vol.10 , Issue.4 , pp. 2084-2092
    • Zhang, R.1    Xue, A.2    Gao, F.3
  • 27
    • 84894738315 scopus 로고    scopus 로고
    • New PID controller design using extended non-minimal state space model based predictive functional control structure
    • Zhang, R. D.; Cao, Z. X.; Bo, C. M.; Li, P.; Gao, F. R. New PID controller design using extended non-minimal state space model based predictive functional control structure Ind. Eng. Chem. Res. 2014, 53 (8) 3283 - 3292
    • (2014) Ind. Eng. Chem. Res. , vol.53 , Issue.8 , pp. 3283-3292
    • Zhang, R.D.1    Cao, Z.X.2    Bo, C.M.3    Li, P.4    Gao, F.R.5
  • 29
    • 60849123752 scopus 로고    scopus 로고
    • Evolutionary algorithms based design of multivariable PID controller
    • Willjuice Iruthayarajan, M.; Baskar, S. Evolutionary algorithms based design of multivariable PID controller Expert Systems with Applications 2009, 36 (5) 9159 - 9167
    • (2009) Expert Systems with Applications , vol.36 , Issue.5 , pp. 9159-9167
    • Willjuice Iruthayarajan, M.1    Baskar, S.2
  • 30
    • 82255183109 scopus 로고    scopus 로고
    • Comparative performance analysis of various binary coded PSO algorithms in multivariable PID controller design
    • Menhas, M. I.; Wang, L.; Fei, M.; Pan, H. Comparative performance analysis of various binary coded PSO algorithms in multivariable PID controller design Expert Systems with Applications 2012, 39 (4) 4390 - 4401
    • (2012) Expert Systems with Applications , vol.39 , Issue.4 , pp. 4390-4401
    • Menhas, M.I.1    Wang, L.2    Fei, M.3    Pan, H.4
  • 31
    • 0037358193 scopus 로고    scopus 로고
    • A data driven subspace approach to predictive controller design
    • Kadali, R.; Huang, B.; Rossiter, A. A data driven subspace approach to predictive controller design Control Engineering Practice 2003, 11, 261 - 278
    • (2003) Control Engineering Practice , vol.11 , pp. 261-278
    • Kadali, R.1    Huang, B.2    Rossiter, A.3
  • 32
    • 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 Engineering Practice 2003, 11 (7) 733 - 764
    • (2003) Control Engineering Practice , vol.11 , Issue.7 , pp. 733-764
    • Qin, S.J.1    Badgwell, T.A.2
  • 33
    • 68949175488 scopus 로고    scopus 로고
    • Adaptive extended state space predictive control for a kind of nonlinear systems
    • Zhang, R. D.; Wang, S. Q.; Xue, A. K.; Ren, Z. Y.; Li, P. Adaptive extended state space predictive control for a kind of nonlinear systems ISA Trans. 2009, 48 (4) 491 - 496
    • (2009) ISA Trans. , vol.48 , Issue.4 , pp. 491-496
    • Zhang, R.D.1    Wang, S.Q.2    Xue, A.K.3    Ren, Z.Y.4    Li, P.5
  • 34
    • 57349099450 scopus 로고    scopus 로고
    • Neural network based iterative learning predictive control design for mechatronic systems with isolated nonlinearity
    • Zhang, R. D.; Xue, A. K.; Wang, J. Z.; Wang, S. Q.; Ren, Z. Y. Neural network based iterative learning predictive control design for mechatronic systems with isolated nonlinearity J. Process Control 2009, 19 (1) 68 - 74
    • (2009) J. Process Control , vol.19 , Issue.1 , pp. 68-74
    • Zhang, R.D.1    Xue, A.K.2    Wang, J.Z.3    Wang, S.Q.4    Ren, Z.Y.5
  • 35
    • 75849139307 scopus 로고    scopus 로고
    • Continuous-time Wiener-model predictive control of a pH process based on a PWL approximation
    • Oblak, S.; Skrjanc, I. Continuous-time Wiener-model predictive control of a pH process based on a PWL approximation Chem. Eng. Sci. 2010, 65 (5) 1720 - 1728
    • (2010) Chem. Eng. Sci. , vol.65 , Issue.5 , pp. 1720-1728
    • Oblak, S.1    Skrjanc, I.2
  • 36
    • 77955413101 scopus 로고    scopus 로고
    • State estimation and nonlinear predictive control of autonomous hybrid system using derivative free state estimators
    • Prakash, J.; Patwardhan, S. C.; Shah, S. L. State estimation and nonlinear predictive control of autonomous hybrid system using derivative free state estimators J. Process Control 2010, 20 (7) 787 - 799
    • (2010) J. Process Control , vol.20 , Issue.7 , pp. 787-799
    • Prakash, J.1    Patwardhan, S.C.2    Shah, S.L.3
  • 37
    • 84863603712 scopus 로고    scopus 로고
    • An improved state space model structure and a corresponding predictive functional control design with improved control performance
    • Zhang, R. D.; Xue, A. K.; Wang, S. Q.; Zhang, J. M. An improved state space model structure and a corresponding predictive functional control design with improved control performance Int. J. Control 2012, 85 (8) 1146 - 1161
    • (2012) Int. J. Control , vol.85 , Issue.8 , pp. 1146-1161
    • Zhang, R.D.1    Xue, A.K.2    Wang, S.Q.3    Zhang, J.M.4
  • 38
    • 80054722825 scopus 로고    scopus 로고
    • Application of an extended IHMPC to an unstable reactor system: Study of feasibility and performance
    • Gonzalez, A. H.; Adam, E. J.; Marcovecchio, M. G.; Odloak, D. Application of an extended IHMPC to an unstable reactor system: Study of feasibility and performance J. Process Control 2011, 21 (10) 1493 - 1503
    • (2011) J. Process Control , vol.21 , Issue.10 , pp. 1493-1503
    • Gonzalez, A.H.1    Adam, E.J.2    Marcovecchio, M.G.3    Odloak, D.4
  • 39
    • 84872717618 scopus 로고    scopus 로고
    • State space model predictive control using partial decoupling and output weighting for improved model/plant mismatch performance
    • Zhang, R.; Gao, F. State space model predictive control using partial decoupling and output weighting for improved model/plant mismatch performance Ind. Eng. Chem. Res. 2013, 52 (2) 817 - 829
    • (2013) Ind. Eng. Chem. Res. , vol.52 , Issue.2 , pp. 817-829
    • Zhang, R.1    Gao, F.2
  • 40
    • 84885666524 scopus 로고    scopus 로고
    • A multivariable predictive fuzzy PID control system
    • Savran, A. A multivariable predictive fuzzy PID control system Applied Soft Computing 2013, 13 (5) 2658 - 2667
    • (2013) Applied Soft Computing , vol.13 , Issue.5 , pp. 2658-2667
    • Savran, A.1
  • 42
    • 67749135299 scopus 로고    scopus 로고
    • Predictive PID Tuning Method Based on the Simplified GPC Control Law
    • Lee, K. N.; Yeo, Y. K. Predictive PID Tuning Method Based on the Simplified GPC Control Law J. Chem. Eng. Jpn. 2009, 42 (4) 274 - 280
    • (2009) J. Chem. Eng. Jpn. , vol.42 , Issue.4 , pp. 274-280
    • Lee, K.N.1    Yeo, Y.K.2
  • 43
    • 18144427544 scopus 로고    scopus 로고
    • Practical receding-horizon optimization control of the air handling unit in HVAC systems
    • Xu, M.; Li, S. Y.; Cai, W. J. Practical receding-horizon optimization control of the air handling unit in HVAC systems Ind. Eng. Chem. Res. 2005, 44 (8) 2848 - 2855
    • (2005) Ind. Eng. Chem. Res. , vol.44 , Issue.8 , pp. 2848-2855
    • Xu, M.1    Li, S.Y.2    Cai, W.J.3
  • 44
    • 0034692660 scopus 로고    scopus 로고
    • State space control system design based on non-minimal state variable feedback: Further generalization and unification results
    • Taylor, C. J.; Chotai, A.; Young, P. C. State space control system design based on non-minimal state variable feedback: further generalization and unification results Int. J. Control 2000, 73, 1329 - 1345
    • (2000) Int. J. Control , vol.73 , pp. 1329-1345
    • Taylor, C.J.1    Chotai, A.2    Young, P.C.3
  • 45
    • 0034899154 scopus 로고    scopus 로고
    • Design and application of PIP controllers: Robust control of the IFAC93 benchmark
    • Taylor, C. J.; Chotai, A.; Young, P. C. Design and application of PIP controllers: robust control of the IFAC93 benchmark Trans. Inst. Meas. Control 2001, 23, 183 - 200
    • (2001) Trans. Inst. Meas. Control , vol.23 , pp. 183-200
    • Taylor, C.J.1    Chotai, A.2    Young, P.C.3
  • 46
    • 33644647834 scopus 로고    scopus 로고
    • Multivariable Proportional-Integral-Plus (PIP) control of the ALSTOM nonlinear gasifier simulation
    • Taylor, C. J.; Shaban, E. M. Multivariable Proportional-Integral-Plus (PIP) control of the ALSTOM nonlinear gasifier simulation IEE Proc.: Control Theory Appl. 2006, 153 (3) 277 - 285
    • (2006) IEE Proc.: Control Theory Appl. , vol.153 , Issue.3 , pp. 277-285
    • Taylor, C.J.1    Shaban, E.M.2
  • 47
    • 84875482611 scopus 로고    scopus 로고
    • Multivariable decoupling predictive functional control with non-zero-pole cancellation and state weighting: Application on chamber pressure in a coke furnace
    • Zhang, R.; Gao, F. Multivariable decoupling predictive functional control with non-zero-pole cancellation and state weighting: Application on chamber pressure in a coke furnace Chem. Eng. Sci. 2013, 94, 30 - 43
    • (2013) Chem. Eng. Sci. , vol.94 , pp. 30-43
    • Zhang, R.1    Gao, F.2
  • 48
    • 84901202250 scopus 로고    scopus 로고
    • State space model predictive fault-tolerant control for batch processes with partial actuator failure
    • Zhang, R.; Lu, J.; Qu, H.; Gao, F. State space model predictive fault-tolerant control for batch processes with partial actuator failure J. Process Control 2014, 24 (5) 613 - 620
    • (2014) J. Process Control , vol.24 , Issue.5 , pp. 613-620
    • Zhang, R.1    Lu, J.2    Qu, H.3    Gao, F.4
  • 49
    • 77954079298 scopus 로고    scopus 로고
    • Multi-objective performance optimization for model predictive control by goal attainment
    • Exadaktylos, V.; Taylor, C. J. Multi-objective performance optimization for model predictive control by goal attainment Int. J. Control 2010, 83, 1374 - 1386
    • (2010) Int. J. Control , vol.83 , pp. 1374-1386
    • Exadaktylos, V.1    Taylor, C.J.2
  • 50
    • 29144530296 scopus 로고    scopus 로고
    • An improved structure for model predictive control using non-minimal state space realization
    • Wang, L.; Young, P. C. An improved structure for model predictive control using non-minimal state space realization J. Process Control 2006, 16, 355 - 371
    • (2006) J. Process Control , vol.16 , pp. 355-371
    • Wang, L.1    Young, P.C.2
  • 51
    • 84894068995 scopus 로고    scopus 로고
    • Real-time implementation of improved state space MPC for air-supply in a coke furnace
    • Zhang, R.; Xue, A.; Lu, R.; Li, P.; Gao, F. Real-time implementation of improved state space MPC for air-supply in a coke furnace IEEE Trans. Indust. Electron. 2014, 61 (7) 3532 - 3539
    • (2014) IEEE Trans. Indust. Electron. , vol.61 , Issue.7 , pp. 3532-3539
    • Zhang, R.1    Xue, A.2    Lu, R.3    Li, P.4    Gao, F.5
  • 52
    • 60649095831 scopus 로고    scopus 로고
    • Infinite horizon MPC with non-minimal state space feedback
    • González, A. H.; Perez, J. M.; Odloak, D. Infinite horizon MPC with non-minimal state space feedback J. Process Control 2009, 19 (3) 473 - 481
    • (2009) J. Process Control , vol.19 , Issue.3 , pp. 473-481
    • González, A.H.1    Perez, J.M.2    Odloak, D.3
  • 53
    • 80051597118 scopus 로고    scopus 로고
    • An improved model predictive control approach based on extended non-minimal state space formulation
    • Zhang, R. D.; Xue, A. K.; Wang, S. Q.; Ren, Z. Y. An improved model predictive control approach based on extended non-minimal state space formulation J. Process Control 2011, 21 (8) 1183 - 1192
    • (2011) J. Process Control , vol.21 , Issue.8 , pp. 1183-1192
    • Zhang, R.D.1    Xue, A.K.2    Wang, S.Q.3    Ren, Z.Y.4
  • 54
    • 84875776292 scopus 로고    scopus 로고
    • Improved nonminimal state space model predictive control for multivariable processes using a non-zero-pole decoupling formulation
    • Zhang, J. M. Improved nonminimal state space model predictive control for multivariable processes using a non-zero-pole decoupling formulation Ind. Eng. Chem. Res. 2013, 52, 4874 - 4880
    • (2013) Ind. Eng. Chem. Res. , vol.52 , pp. 4874-4880
    • Zhang, J.M.1


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