메뉴 건너뛰기




Volumn 19, Issue 9, 2009, Pages 1438-1450

Realistic disturbance modeling using Hidden Markov Models: Applications in model-based process control

Author keywords

Disturbance modeling; Hidden Markov Models

Indexed keywords

ABRUPT CHANGE; ADVANCED MODEL-BASED CONTROLS; CRITICAL PARTS; DISTURBANCE MODELING; DISTURBANCE MODELS; IN-PROCESS; INTEGRAL ACTION; MODEL-BASED; TIME VARYING;

EID: 72049084751     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2009.04.014     Document Type: Article
Times cited : (18)

References (32)
  • 2
    • 0000908491 scopus 로고
    • Nonlinear model predictive control: A tutorial and survey
    • Kyoto, Japan
    • J.B. Rawlings, E.S. Meadows, K.R. Muske, Nonlinear model predictive control: a tutorial and survey, in: ADCHEM Conference, Kyoto, Japan, 1994, pp. 203-214.
    • (1994) ADCHEM Conference , pp. 203-214
    • Rawlings, J.B.1    Meadows, E.S.2    Muske, K.R.3
  • 3
    • 0036680990 scopus 로고    scopus 로고
    • Disturbance modeling for offset-free linear model predictive control
    • Muske K.R., and Badgwell T.A. Disturbance modeling for offset-free linear model predictive control. Journal of Process Control 12 (2002) 617-632
    • (2002) Journal of Process Control , vol.12 , pp. 617-632
    • Muske, K.R.1    Badgwell, T.A.2
  • 4
    • 0037328973 scopus 로고    scopus 로고
    • Disturbance modeling for offset-free model predictive control
    • Pannocchia G., and Rawlings J.B. Disturbance modeling for offset-free model predictive control. AICHE Journal 49 (2003) 426-437
    • (2003) AICHE Journal , vol.49 , pp. 426-437
    • Pannocchia, G.1    Rawlings, J.B.2
  • 5
  • 8
    • 0018985517 scopus 로고
    • Minimizing unobservability in inferential control schemes
    • Morari M., and Stephanopoulos G. Minimizing unobservability in inferential control schemes. International Journal of Control 31 2 (1980) 367-377
    • (1980) International Journal of Control , vol.31 , Issue.2 , pp. 367-377
    • Morari, M.1    Stephanopoulos, G.2
  • 9
    • 0018998860 scopus 로고
    • Studies in the synthesis of control structures for chemical processes. Part iii: optimal selection of secondary measurements within the framework of state estimation in the presence of persistent unknown disturbances
    • Morari M., and Stephanopoulos G. Studies in the synthesis of control structures for chemical processes. Part iii: optimal selection of secondary measurements within the framework of state estimation in the presence of persistent unknown disturbances. AICHE Journal 26 2 (1980) 247
    • (1980) AICHE Journal , vol.26 , Issue.2 , pp. 247
    • Morari, M.1    Stephanopoulos, G.2
  • 10
    • 0023310961 scopus 로고
    • Generalized predictive control - part 1. The basic algorithm
    • Clarke D.W., Mohtadi C., and Tuffs P.S. Generalized predictive control - part 1. The basic algorithm. Automatica 23 2 (1987) 137-148
    • (1987) Automatica , vol.23 , Issue.2 , pp. 137-148
    • Clarke, D.W.1    Mohtadi, C.2    Tuffs, P.S.3
  • 11
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner L.R. A tutorial on hidden Markov models and selected applications in speech recognition. Proceedings of the IEEE 77 2 (1989) 257-286
    • (1989) Proceedings of the IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.R.1
  • 12
    • 0002634803 scopus 로고
    • Dynamic linear models with Markov-switching
    • Kim C.J. Dynamic linear models with Markov-switching. Journal of Econometrics 60 (1994) 1-22
    • (1994) Journal of Econometrics , vol.60 , pp. 1-22
    • Kim, C.J.1
  • 13
    • 0142217169 scopus 로고    scopus 로고
    • Estimation and control of industrials processes with particle filters
    • Denver, Colorado
    • Ruben Morales-Menendez, Nando de Freitas, David Poole, Estimation and control of industrials processes with particle filters, in: American Control Conference, Denver, Colorado, 2003.
    • (2003) American Control Conference
    • Morales-Menendez, R.1    Nando de Freitas, D.P.2
  • 15
    • 0032001927 scopus 로고    scopus 로고
    • A method for the estimation of infrequent abrupt changes in nonlinear systems
    • Robertson D.G., and Lee J.H. A method for the estimation of infrequent abrupt changes in nonlinear systems. Automatica 34 2 (1998) 261-270
    • (1998) Automatica , vol.34 , Issue.2 , pp. 261-270
    • Robertson, D.G.1    Lee, J.H.2
  • 16
    • 0034253944 scopus 로고    scopus 로고
    • Dynamic data rectification using the expectation maximization algorithm
    • Singhal A., and Seborg D.E. Dynamic data rectification using the expectation maximization algorithm. AICHE Journal 46 8 (2000) 1556
    • (2000) AICHE Journal , vol.46 , Issue.8 , pp. 1556
    • Singhal, A.1    Seborg, D.E.2
  • 18
    • 0020178635 scopus 로고
    • Detection and estimation for abruptly changing systems
    • Tugnait J.K. Detection and estimation for abruptly changing systems. Automatica 18 (1982) 607-615
    • (1982) Automatica , vol.18 , pp. 607-615
    • Tugnait, J.K.1
  • 19
    • 0024016387 scopus 로고
    • Detecting changes in signals and systems: a survey
    • Basseville B. Detecting changes in signals and systems: a survey. Automatica 24 (1988) 309-326
    • (1988) Automatica , vol.24 , pp. 309-326
    • Basseville, B.1
  • 20
    • 0242460462 scopus 로고    scopus 로고
    • Switching Kalman filters
    • Technical Report, DEC/Compaq Cambridge Research Labs
    • K.P. Murphy, Switching Kalman filters, Technical Report, DEC/Compaq Cambridge Research Labs, 1998.
    • (1998)
    • Murphy, K.P.1
  • 22
    • 72049124921 scopus 로고    scopus 로고
    • Wee Chin Wong, Jay H. Lee, Disturbance modeling for process control via hidden Markov models, in: Eighth International IFAC Symposium on Dynamics and Control of Process Systems, Cancun, Mexico, 2007, pp. 235-240.
    • Wee Chin Wong, Jay H. Lee, Disturbance modeling for process control via hidden Markov models, in: Eighth International IFAC Symposium on Dynamics and Control of Process Systems, Cancun, Mexico, 2007, pp. 235-240.
  • 23
    • 1542329224 scopus 로고    scopus 로고
    • An algebraic geometric approach to the identification of a class of linear hybrid systems
    • Vidal R., Soatto S., Ma Y., and Sastry S. An algebraic geometric approach to the identification of a class of linear hybrid systems. IEEE Conference on Decision and Control 1 (2003) 281-286
    • (2003) IEEE Conference on Decision and Control , vol.1 , pp. 281-286
    • Vidal, R.1    Soatto, S.2    Ma, Y.3    Sastry, S.4
  • 24
    • 0020197326 scopus 로고
    • Adaptive estimation and identification for discrete systems with Markov jump parameters
    • Tugnait J.K. Adaptive estimation and identification for discrete systems with Markov jump parameters. IEEE Transactions on Automatic Control AC-27 (1982) 1054-1065
    • (1982) IEEE Transactions on Automatic Control , vol.AC-27 , pp. 1054-1065
    • Tugnait, J.K.1
  • 25
    • 0028667329 scopus 로고
    • Hidden Markov models for fault detection in dynamic systems
    • Smyth P. Hidden Markov models for fault detection in dynamic systems. Pattern Recognition 27 (1994) 149-164
    • (1994) Pattern Recognition , vol.27 , pp. 149-164
    • Smyth, P.1
  • 26
    • 0024057021 scopus 로고
    • The interacting multiple model algorithm for systems with Markovian switching coefficients
    • Blom H.A.P., and Bar-Shalom Y. The interacting multiple model algorithm for systems with Markovian switching coefficients. IEEE Transactions on Automatic Control 33 (1988) 780-783
    • (1988) IEEE Transactions on Automatic Control , vol.33 , pp. 780-783
    • Blom, H.A.P.1    Bar-Shalom, Y.2
  • 28
    • 0033171351 scopus 로고    scopus 로고
    • Expectation maximization algorithms for map estimation of jump Markov linear systems
    • Logothetis A., and Krishnamurthy V. Expectation maximization algorithms for map estimation of jump Markov linear systems. IEEE transactions on Signal Processing 47 8 (1999) 2139-2156
    • (1999) IEEE transactions on Signal Processing , vol.47 , Issue.8 , pp. 2139-2156
    • Logothetis, A.1    Krishnamurthy, V.2
  • 31
    • 0027545221 scopus 로고
    • Model predictive control with linear models
    • Muske K.R., and Rawlings J.B. Model predictive control with linear models. AIChE Journal 39 2 (1993) 262-287
    • (1993) AIChE Journal , vol.39 , Issue.2 , pp. 262-287
    • Muske, K.R.1    Rawlings, J.B.2
  • 32
    • 33846893475 scopus 로고    scopus 로고
    • Model based control of a yeast fermentation bioreactor using optimally designed artificial neural networks
    • Nagy Z.K. Model based control of a yeast fermentation bioreactor using optimally designed artificial neural networks. Chemical Engineering Journal 127 (2007) 95-109
    • (2007) Chemical Engineering Journal , vol.127 , pp. 95-109
    • Nagy, Z.K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.