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Volumn 21, Issue 4, 2011, Pages 652-666

A comparison of nonlinear observers for output feedback model-based control of seeded batch crystallization processes

Author keywords

Batch crystallization; Kalman filters; Moving horizon estimator; Nonlinear model based control; Population balance equation; State estimation

Indexed keywords

BATCH CRYSTALLIZATION; BATCH CRYSTALLIZATION PROCESS; BATCH PROCESS; CLOSED-LOOP BEHAVIOR; CLOSED-LOOP CONTROL; COMPARATIVE ANALYSIS; COMPUTATIONAL BURDEN; CONTROL OBJECTIVES; DISTURBANCE MODELS; FED BATCHES; LUENBERGER OBSERVERS; MOVING HORIZON ESTIMATOR; NON-LINEAR ESTIMATION; NON-LINEAR MODEL; NON-LINEAR OBSERVER; OUTPUT FEEDBACK; POPULATION BALANCE EQUATION; PROCESS UNCERTAINTIES; SEEDED BATCH CRYSTALLIZATION; SIMULATION RESULT; STATE ESTIMATES; STATE VARIABLES; TIME-VARYING PROCESS; TUNING METHOD; UNCERTAIN INITIAL CONDITION; UNSCENTED KALMAN FILTER;

EID: 79953829945     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2010.11.013     Document Type: Article
Times cited : (65)

References (76)
  • 1
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking
    • DOI 10.1109/78.978374, PII S1053587X0200569X
    • S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking IEEE Transactions on Signal Processing 50 2002 174 188 (Pubitemid 34291500)
    • (2002) IEEE Transactions on Signal Processing , vol.50 , Issue.2 , pp. 174-188
    • Arulampalam, M.S.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 2
    • 33744807202 scopus 로고    scopus 로고
    • Nonlinear observer of crystal-size distribution during batch crystallization
    • DOI 10.1002/aic.10820
    • T. Bakir, S. Othman, G. Fevotte, and H. Hammouri Nonlinear observer of crystal-size distribution during batch crystallization AIChE Journal 52 2006 2188 2197 (Pubitemid 43837618)
    • (2006) AIChE Journal , vol.52 , Issue.6 , pp. 2188-2197
    • Bakir, T.1    Othman, S.2    Fevotte, G.3    Hammouri, H.4
  • 4
    • 4644222646 scopus 로고    scopus 로고
    • Application of state estimation based NMPC to an unstable nonlinear process
    • DOI 10.1016/j.ces.2004.07.026, PII S0009250904004622
    • S. Biagiola, and J. Figueroa Application of state estimation based NMPC to an unstable nonlinear process Chemical Engineering Science 59 2004 4601 4612 (Pubitemid 39300785)
    • (2004) Chemical Engineering Science , vol.59 , Issue.21 , pp. 4601-4612
    • Biagiola, S.I.1    Figueroa, J.L.2
  • 5
    • 33746877499 scopus 로고    scopus 로고
    • State estimation in batch processes using a nonlinear observer
    • DOI 10.1016/j.mcm.2006.03.005, PII S0895717706001117
    • S. Biagiola, and J. Solsona State estimation in batch processes using a nonlinear observer Mathematical and Computer Modelling 44 2006 1009 1024 (Pubitemid 44189785)
    • (2006) Mathematical and Computer Modelling , vol.44 , Issue.11-12 , pp. 1009-1024
    • Biagiola, S.1    Solsona, J.2
  • 6
    • 0033001060 scopus 로고    scopus 로고
    • A hybrid asymptotic-Kalman observer for bioprocesses
    • P. Bogaerts A hybrid asymptotic-Kalman observer for bioprocesses Bioprocess Engineering 20 1999 101 113
    • (1999) Bioprocess Engineering , vol.20 , pp. 101-113
    • Bogaerts, P.1
  • 7
    • 0036396163 scopus 로고    scopus 로고
    • Advanced control of crystallization processes
    • DOI 10.1016/S1367-5788(02)80016-5, PII S1367578802000111
    • R. Braatz Advanced control of crystallization processes Annual Reviews in Control 26 2002 87 99 (Pubitemid 35170482)
    • (2002) Annual Reviews in Control , vol.26 , pp. 87-99
    • Braatz, R.D.1
  • 8
    • 0000286812 scopus 로고
    • Using krylov methods in the solution of large-scale differential algebraic systems
    • P. Brown, A. Hindmarsh, and L. Petzold Using krylov methods in the solution of large-scale differential algebraic systems SIAM Journal Scientific Computing 15 1994 1467 1488
    • (1994) SIAM Journal Scientific Computing , vol.15 , pp. 1467-1488
    • Brown, P.1    Hindmarsh, A.2    Petzold, L.3
  • 9
    • 0032439201 scopus 로고    scopus 로고
    • Analysis scheme in the ensemble Kalman filter
    • G. Burgers, P. Leeuwen, and G. Evensen Analysis scheme in the ensemble Kalman filter Monthly Weather Review 126 1998 1719 1724 (Pubitemid 128597660)
    • (1998) Monthly Weather Review , vol.126 , Issue.6 , pp. 1719-1724
    • Burgers, G.1    Van Leeuwen, P.J.2    Evensen, G.3
  • 10
    • 17744380204 scopus 로고    scopus 로고
    • Particle filters for state and parameter estimation in batch processes
    • DOI 10.1016/j.jprocont.2005.01.001, PII S095915240500017X
    • T. Chen, J. Morris, and E. Martin Particle filters for state and parameter estimation in batch processes Journal of Process Control 15 2005 665 673 (Pubitemid 40574537)
    • (2005) Journal of Process Control , vol.15 , Issue.6 , pp. 665-673
    • Chen, T.1    Morris, J.2    Martin, E.3
  • 12
    • 0025251455 scopus 로고
    • Secondary nucleation kinetics of ammonium sulfate in a CMSMPR crystallizer
    • P. Daudey, G. van Rosmalen, and E.D. Jong Secondary nucleation kinetics of ammonium sulphate in a cmsmpr crystallizer Journal of Crystal Growth 99 1990 1076 1081 (Pubitemid 20687490)
    • (1990) Journal of Crystal Growth , vol.99 , pp. 1076-1081
    • Daudey, P.J.1    Van Rosmalen, G.M.2    De Jong, E.J.3
  • 13
    • 23844456306 scopus 로고    scopus 로고
    • Nonlinear filters: Beyond the Kalman filter
    • F. Daum Nonlinear filters: beyond the Kalman filter IEEE A&E Systems Magazine 20 2005 57 69
    • (2005) IEEE A&E Systems Magazine , vol.20 , pp. 57-69
    • Daum, F.1
  • 15
    • 0141830951 scopus 로고    scopus 로고
    • State and parameter estimation in chemical and biochemical processes: A tutorial
    • D. Dochain State and parameter estimation in chemical and biochemical processes: a tutorial Journal of Process Control 13 2003 801 818
    • (2003) Journal of Process Control , vol.13 , pp. 801-818
    • Dochain, D.1
  • 16
    • 0031166563 scopus 로고    scopus 로고
    • Advanced data assimilation for strongly nonlinear dynamics
    • G. Evensen Advanced data assimilation for strongly nonlinear dynamics Monthly Weather Review 125 1997 1342 1354
    • (1997) Monthly Weather Review , vol.125 , pp. 1342-1354
    • Evensen, G.1
  • 18
    • 0036466559 scopus 로고    scopus 로고
    • Use of multiple models and qualitative knowledge for on-line moving horizon disturbance estimation and fault diagnosis
    • DOI 10.1016/S0959-1524(01)00037-3, PII S0959152401000373
    • E. Gatzke, and F. Doyle Use of multiple models and qualitative knowledge for on-line moving horizon disturbance estimation and fault diagnosis Journal of Process Control 12 2002 339 352 (Pubitemid 33110479)
    • (2002) Journal of Process Control , vol.12 , Issue.2 , pp. 339-352
    • Gatzke, E.P.1    Doyle III, F.J.2
  • 23
    • 18144401714 scopus 로고    scopus 로고
    • Critical evaluation of extended Kalman filtering and moving-horizon estimation
    • DOI 10.1021/ie034308l
    • E. Haseltine, and J. Rawlings Critical evaluation of extended Kalman filtering and moving-horizon estimation Industrial and Engineering Chemistry Research 44 2005 2451 2460 (Pubitemid 40622242)
    • (2005) Industrial and Engineering Chemistry Research , vol.44 , Issue.8 , pp. 2451-2460
    • Haseltine, E.L.1    Rawlings, J.B.2
  • 24
    • 70349118274 scopus 로고    scopus 로고
    • Nonlinear model predictive control for the polymorphic transformation of l-glutamic acid crystals
    • M. Hermanto, M. Chiu, and R. Braatz Nonlinear model predictive control for the polymorphic transformation of l-glutamic acid crystals AIChE Journal 55 2009 2631 2645
    • (2009) AIChE Journal , vol.55 , pp. 2631-2645
    • Hermanto, M.1    Chiu, M.2    Braatz, R.3
  • 26
    • 33748759305 scopus 로고    scopus 로고
    • Hybrid extended Luenberger-asymptotic observer for bioprocess state estimation
    • DOI 10.1016/j.ces.2006.06.018, PII S0009250906003940
    • X. Hulhoven, A.V. Wouwer, and P. Bogaerts Hybrid extended Luenberger-asymptotic observer for bioprocess state estimation Chemical Engineering Science 61 2006 7151 7160 (Pubitemid 44415743)
    • (2006) Chemical Engineering Science , vol.61 , Issue.21 , pp. 7151-7160
    • Hulhoven, X.1    Wouwer, A.V.2    Bogaerts, Ph.3
  • 27
    • 52049093444 scopus 로고    scopus 로고
    • Model-based control of multiphase flow in subsurface oil reservoirs
    • J. Jansen, O. Bosgra, and P.V. den Hof Model-based control of multiphase flow in subsurface oil reservoirs Journal of Process Control 18 2008 846 855
    • (2008) Journal of Process Control , vol.18 , pp. 846-855
    • Jansen, J.1    Bosgra, O.2    Den Hof, P.V.3
  • 29
    • 21244437999 scopus 로고    scopus 로고
    • Unscented filtering and nonlinear estimation
    • DOI 10.1109/JPROC.2003.823141, Sequential State Estimation: From Kalman Filters to Particles Filters
    • S. Julier, and J. Uhlmann Unscented filtering and nonlinear estimation Proceedings of the IEEE 92 2004 401 422 (Pubitemid 40890750)
    • (2004) Proceedings of the IEEE , vol.92 , Issue.3 , pp. 401-422
    • Julier, S.J.1    Uhlmann, J.K.2
  • 30
    • 77953143744 scopus 로고    scopus 로고
    • A comparative study of ATR-FTIR and FT-NIR spectroscopy for the in-situ concentration monitoring during batch cooling crystallization processes
    • S. Kadam, E. van der Windt, P. Daudy, and H. Kramer A comparative study of ATR-FTIR and FT-NIR spectroscopy for the in-situ concentration monitoring during batch cooling crystallization processes Crystal Growth & Design 10 2010 2629 2640
    • (2010) Crystal Growth & Design , vol.10 , pp. 2629-2640
    • Kadam, S.1    Van Der Windt, E.2    Daudy, P.3    Kramer, H.4
  • 32
    • 34250738957 scopus 로고    scopus 로고
    • Application of seeding as a process actuator in a model predictive control framework for fed-batch crystallization of ammonium sulphate
    • DOI 10.1002/ppsc.200601053
    • A. Kalbasenka, L. Spierings, A. Huesman, and H. Kramer Application of seeding as a process actuator in a model predictive control framework for fed-batch crystallization of ammonium sulphate Particle and Particle Systems Characterization 24 2007 40 48 (Pubitemid 46959582)
    • (2007) Particle and Particle Systems Characterization , vol.24 , Issue.1 , pp. 40-48
    • Kalbasenka, A.N.1    Spierings, L.C.P.2    Huesman, A.E.M.3    Kramer, H.J.M.4
  • 34
    • 44649122952 scopus 로고    scopus 로고
    • Applying the unscented Kalman filter for nonlinear state estimation
    • R. Kandepu, B. Foss, and L. Imsland Applying the unscented Kalman filter for nonlinear state estimation Journal of Process Control 18 2008 753 768
    • (2008) Journal of Process Control , vol.18 , pp. 753-768
    • Kandepu, R.1    Foss, B.2    Imsland, L.3
  • 35
    • 0142224770 scopus 로고
    • Linearization by output injection and nonlinear observers
    • A. Krener, and A. Isidori Linearization by output injection and nonlinear observers Systems and Control Letters 3 1983 47 52
    • (1983) Systems and Control Letters , vol.3 , pp. 47-52
    • Krener, A.1    Isidori, A.2
  • 37
    • 0000072761 scopus 로고
    • Extended Kalman filter based nonlinear model predictive control
    • J. Lee, and L. Ricker Extended Kalman filter based nonlinear model predictive control Industrial and Engineering Chemistry Research 33 1994 1530 1541
    • (1994) Industrial and Engineering Chemistry Research , vol.33 , pp. 1530-1541
    • Lee, J.1    Ricker, L.2
  • 38
    • 0037104866 scopus 로고    scopus 로고
    • Integrated run-to-run and on-line model-based control of particle size distribution for a semi-batch precipitation reactor
    • DOI 10.1016/S0098-1354(02)00030-3, PII S0098135402000303
    • K. Lee, J. Lee, D. Yang, and A. Mahoney Integrated run-to-run and on-line model based control of particle size distribution for a semi-batch precipitation reactor Computers and Chemical Engineering 26 2002 1117 1131 (Pubitemid 36076785)
    • (2002) Computers and Chemical Engineering , vol.26 , Issue.7-8 , pp. 1117-1131
    • Lee, K.1    Lee, J.H.2    Yang, D.R.3    Mahoney, A.W.4
  • 40
    • 79960722986 scopus 로고    scopus 로고
    • Nonlinear model predictive control with moving horizon state and disturbance estimation with application to MSW combustion
    • Prague, Czech Republic
    • M. Leskens, L. van Kessel, P.V. den Hof, and O. Bosgra Nonlinear model predictive control with moving horizon state and disturbance estimation with application to MSW combustion Proceedings of the 16th IFAC World Congress Prague, Czech Republic 2005
    • (2005) Proceedings of the 16th IFAC World Congress
    • Leskens, M.1    Van Kessel, L.2    Den Hof, P.V.3    Bosgra, O.4
  • 42
    • 79953814241 scopus 로고    scopus 로고
    • Real-time control of a semi-industrial fed-batch evaporative crystallizer using different direct optimization strategies
    • doi:10.1002/aic.12366
    • A. Mesbah, A. Huesman, H. Kramer, Z. Nagy, P.V. den Hof, Real-time control of a semi-industrial fed-batch evaporative crystallizer using different direct optimization strategies. AIChE Journal, doi:10.1002/aic.12366.
    • AIChE Journal
    • Mesbah, A.1    Huesman, A.2    Kramer, H.3    Nagy, Z.4    Den Hof, P.V.5
  • 45
    • 40849145865 scopus 로고    scopus 로고
    • State estimation in batch crystallization using reduced population models
    • S. Motz, S. Mannal, and E. Gilles State estimation in batch crystallization using reduced population models Journal of Process Control 18 2008 361 374
    • (2008) Journal of Process Control , vol.18 , pp. 361-374
    • Motz, S.1    Mannal, S.2    Gilles, E.3
  • 46
    • 68549085139 scopus 로고    scopus 로고
    • Model based robust control approach for batch crystallization product design
    • Z. Nagy Model based robust control approach for batch crystallization product design Computers and Chemical Engineering 33 2009 1685 1691
    • (2009) Computers and Chemical Engineering , vol.33 , pp. 1685-1691
    • Nagy, Z.1
  • 48
    • 0038824929 scopus 로고    scopus 로고
    • Robust nonlinear model predictive control of batch processes
    • DOI 10.1002/aic.690490715
    • Z. Nagy, and R. Braatz Robust nonlinear model predictive control of batch processes AIChE Journal 49 2003 1776 1786 (Pubitemid 36871177)
    • (2003) AIChE Journal , vol.49 , Issue.7 , pp. 1776-1786
    • Nagy, Z.K.1    Braatz, R.D.2
  • 49
    • 34147117177 scopus 로고    scopus 로고
    • Evaluation study of an efficient output feedback nonlinear model predictive control for temperature tracking in an industrial batch reactor
    • DOI 10.1016/j.conengprac.2006.05.004, PII S0967066106000864
    • Z. Nagy, B. Mahn, R. Franke, and F. Allgower Evaluation study of an efficient output feedback nonlinear model predictive control for temperature tracking in an industrial batch reactor Control Engineering Practice 15 2007 839 850 (Pubitemid 46567748)
    • (2007) Control Engineering Practice , vol.15 , Issue.7 , pp. 839-850
    • Nagy, Z.K.1    Mahn, B.2    Franke, R.3    Allgower, F.4
  • 50
    • 0036493418 scopus 로고    scopus 로고
    • A comparative study of various size distribution measurement systems
    • DOI 10.1002/1521-4117(200204)19:1<17::AID-PPSC17>3.0.CO;2-1
    • A. Neumann, and H. Kramer A comparative study of various size distribution measurement systems Particle & Particle Systems Characterization 19 2002 17 27 (Pubitemid 34520020)
    • (2002) Particle and Particle Systems Characterization , vol.19 , Issue.1 , pp. 17-27
    • Neumann, A.M.1    Kramer, H.J.M.2
  • 52
    • 0036466626 scopus 로고    scopus 로고
    • Stability, dynamics of convergence and tuning of observer-based kinetics estimators
    • DOI 10.1016/S0959-1524(01)00031-2, PII S0959152401000312
    • R. Oliveira, E. Ferreira, and S.F. de Azevedo Stability dynamics of convergence and tuning of observer-based kinetic estimators Journal of Process Control 12 2002 311 323 (Pubitemid 33110478)
    • (2002) Journal of Process Control , vol.12 , Issue.2 , pp. 311-323
    • Oliveira, R.1    Ferreira, E.C.2    Feyo De Azevedo, S.3
  • 53
    • 0343673969 scopus 로고    scopus 로고
    • Tuning of observer-based estimators: Theory and application to the on-line estimation of kinetic parameters
    • DOI 10.1016/S0967-0661(99)00164-1, PII S0967066199001641
    • M. Perrier, S.F. de Azevedo, E. Ferreira, and D. Dochain Tuning of observer-based estimators: theory and application to the on-line estimation of kinetic parameters Control Engineering Practice 8 2000 377 388 (Pubitemid 30255085)
    • (2000) Control Engineering Practice , vol.8 , Issue.4 , pp. 377-388
    • Perrier, M.1    De Azevedo, S.F.2    Ferreira, E.C.3    Dochain, D.4
  • 55
    • 71649083216 scopus 로고    scopus 로고
    • Process monitoring and parameter estimation via unscented Kalman filtering
    • C. Qu, and J. Hahn Process monitoring and parameter estimation via unscented Kalman filtering Journal of Loss Prevention in the Process Industries 22 2009 703 709
    • (2009) Journal of Loss Prevention in the Process Industries , vol.22 , pp. 703-709
    • Qu, C.1    Hahn, J.2
  • 57
    • 0038165025 scopus 로고    scopus 로고
    • Constrained process monitoring: Moving-horizon approach
    • DOI 10.1002/aic.690480111
    • C. Rao, and J. Rawlings Constrained process monitoring: moving-horizon approach AIChE Journal 48 2002 97 109 (Pubitemid 36858929)
    • (2002) AIChE Journal , vol.48 , Issue.1 , pp. 97-109
    • Rao, C.V.1    Rawlings, J.B.2
  • 58
    • 0037291591 scopus 로고    scopus 로고
    • Constrained state estimation for nonlinear discrete-time systems: Stability and moving horizon approximations
    • C. Rao, J. Rawlings, and D. Mayne Constrained state estimation for nonlinear discrete-time systems: Stability and moving horizon approximations IEEE Transactions on Automatic Control 48 2003 246 258
    • (2003) IEEE Transactions on Automatic Control , vol.48 , pp. 246-258
    • Rao, C.1    Rawlings, J.2    Mayne, D.3
  • 59
    • 33747883188 scopus 로고    scopus 로고
    • Particle filtering and moving horizon estimation
    • DOI 10.1016/j.compchemeng.2006.05.031, PII S0098135406001566, Papers from Chemical Process Control VII CPC VII
    • J. Rawlings, and B. Bakshi Particle filtering and moving horizon estimation Computers and Chemical Engineering 30 2006 1529 1541 (Pubitemid 44292278)
    • (2006) Computers and Chemical Engineering , vol.30 , Issue.10-12 , pp. 1529-1541
    • Rawlings, J.B.1    Bakshi, B.R.2
  • 60
    • 0030215706 scopus 로고    scopus 로고
    • A moving horizon-based approach for least-squares state estimation
    • D. Robertson, J. Lee, and J. Rawlings A moving horizon-based approach for least-squares state estimation AIChE Journal 42 1996 2209 2224
    • (1996) AIChE Journal , vol.42 , pp. 2209-2224
    • Robertson, D.1    Lee, J.2    Rawlings, J.3
  • 61
    • 58949096666 scopus 로고    scopus 로고
    • Dynamic modelling and nonlinear model predictive control of a fluid catalytic cracking unit
    • R. Roman, Z. Nagy, M. Cristea, and S. Agachi Dynamic modelling and nonlinear model predictive control of a fluid catalytic cracking unit Computers and Chemical Engineering 33 2009 605 617
    • (2009) Computers and Chemical Engineering , vol.33 , pp. 605-617
    • Roman, R.1    Nagy, Z.2    Cristea, M.3    Agachi, S.4
  • 62
    • 0742304282 scopus 로고    scopus 로고
    • The unscented filter as an alternative to the EKF for nonlinear state estimation: A simulation case study
    • DOI 10.1016/S0098-1354(03)00193-5
    • A. Romanenko, and J. Castro The unscented filter as an alternative to the EKF for nonlinear state estimation: a simulation case study Computers and Chemical Engineering 28 2004 347 355 (Pubitemid 38156260)
    • (2004) Computers and Chemical Engineering , vol.28 , Issue.3 , pp. 347-355
    • Romanenko, A.1    Castro, J.A.A.M.2
  • 64
    • 34548487280 scopus 로고    scopus 로고
    • A reduced-order Kalman filter for data assimilation in physical oceanography
    • DOI 10.1137/050635717
    • D. Rozier, F. Birol, E. Cosme, P. Brasseur, J. Brankart, and J. Verron A reduced order Kalman filter for data assimilation in physical oceanography SIAM Review 49 2007 449 465 (Pubitemid 47377694)
    • (2007) SIAM Review , vol.49 , Issue.3 , pp. 449-465
    • Rozier, D.1    Birol, F.2    Cosme, E.3    Brasseur, P.4    Brankart, J.M.5    Verron, J.6
  • 65
    • 52049124451 scopus 로고    scopus 로고
    • On-line estimation for process control and optimization applications
    • T. Schei On-line estimation for process control and optimization applications Journal of Process Control 18 2008 821 828
    • (2008) Journal of Process Control , vol.18 , pp. 821-828
    • Schei, T.1
  • 66
    • 21144451787 scopus 로고    scopus 로고
    • Predictive control of crystal size distribution in protein crystallization
    • D. Shi, P. Mhaskar, N. El-Farra, and P. Christofides Predictive control of crystal size distribution in protein crystallization Nanotechnology 16 2005 S562 S574
    • (2005) Nanotechnology , vol.16
    • Shi, D.1    Mhaskar, P.2    El-Farra, N.3    Christofides, P.4
  • 67
    • 67651083558 scopus 로고    scopus 로고
    • Model based control of a liquid swelling constrained batch reactor subject to recipe uncertainties
    • L. Simon, Z. Nagy, and K. Hungerbuhler Model based control of a liquid swelling constrained batch reactor subject to recipe uncertainties Chemical Engineering Journal 153 2009 151 158
    • (2009) Chemical Engineering Journal , vol.153 , pp. 151-158
    • Simon, L.1    Nagy, Z.2    Hungerbuhler, K.3
  • 68
    • 0032455718 scopus 로고    scopus 로고
    • State and parameter estimations and their applications in process control
    • DOI 10.1016/S0098-1354(98)00263-4, PII S0098135498002634
    • M. Soroush State and parameter estimations and their applications in process control Computers and Chemical Engineering 23 1998 229 245 (Pubitemid 29130685)
    • (1998) Computers and Chemical Engineering , vol.23 , Issue.2 , pp. 229-245
    • Soroush, M.1
  • 69
    • 33744533795 scopus 로고    scopus 로고
    • From data to nonlinear predictive control. 2. Improving regulatory performance using identified observers
    • DOI 10.1021/ie051285x
    • M. Srinivasarao, S. Patwardhan, and R. Gudi From data to nonlinear predictive control. 2. Improving regulatory performanace using identified observers Industrial and Engineering Chemistry Research 45 2006 3593 3603 (Pubitemid 43812794)
    • (2006) Industrial and Engineering Chemistry Research , vol.45 , Issue.10 , pp. 3593-3603
    • Srinivasarao, M.1    Patwardhan, S.C.2    Gudi, R.D.3
  • 70
    • 0036056106 scopus 로고    scopus 로고
    • Efficient moving horizon estimation and nonlinear model predictive control
    • M. Tenny, and J. Rawlings Efficient moving horizon estimation and nonlinear model predictive control Proceedings of the American Control Conference 2002 4475 4480
    • (2002) Proceedings of the American Control Conference , pp. 4475-4480
    • Tenny, M.1    Rawlings, J.2
  • 71
    • 0033952227 scopus 로고    scopus 로고
    • Systematic estimation of state noise statistics for extended Kalman filters
    • J. Valappil, and C. Georgakis Systematic estimation of state noise statistics for extended Kalman filters AIChE Journal 46 2000 292 308 (Pubitemid 30110936)
    • (2000) AIChE Journal , vol.46 , Issue.2 , pp. 292-308
    • Valappil, J.1    Georgakis, C.2
  • 73
    • 0032532850 scopus 로고    scopus 로고
    • Experiences implementing the extended Kalman filter on an industrial batch reactor
    • DOI 10.1016/S0098-1354(98)00226-9, PII S0098135498002269
    • D. Wilson, M. Agarwal, and D. Rippin Experiences implementing the extended Kalman filter on an industrial batch reactor Computers and Chemical Engineering 22 1998 1653 1672 (Pubitemid 29041099)
    • (1998) Computers and Chemical Engineering , vol.22 , Issue.11 , pp. 1653-1672
    • Wilson, D.I.1    Agarwal, M.2    Rippin, D.W.T.3
  • 74
    • 0036487921 scopus 로고    scopus 로고
    • Extended Kalman filter based nonlinear geometric control of a seeded batch cooling crystallizer
    • W. Xie, S. Rohani, and A. Phoenix Extended Kalman filter based nonlinear geometric control of a seeded batch cooling crystallizer Canadian Journal of Chemical Engineering 80 2002 167 172 (Pubitemid 36285599)
    • (2002) Canadian Journal of Chemical Engineering , vol.80 , Issue.1 , pp. 167-172
    • Xie, W.1    Rohani, S.2    Phoenix, A.3
  • 75
    • 0023399892 scopus 로고
    • Extended Luenberger observer for nonlinear systems
    • DOI 10.1016/0167-6911(87)90021-1
    • M. Zeitz Extended Luenberger observer for nonlinear systems Systems and Control Letters 9 1987 149 156 (Pubitemid 17633106)
    • (1987) Systems and Control Letters , vol.9 , Issue.2 , pp. 149-156
    • Zeitz, M.1
  • 76
    • 0038405315 scopus 로고    scopus 로고
    • On-line optimal control of a seeded batch cooling crystallizer
    • DOI 10.1016/S0009-2509(03)00021-6
    • G. Zhang, and S. Rohani On-line optimal control of a seeded batch cooling crystallizer Chemical Engineering Science 58 2003 1887 1896 (Pubitemid 36544043)
    • (2003) Chemical Engineering Science , vol.58 , Issue.9 , pp. 1887-1896
    • Zhang, G.P.1    Rohani, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.