메뉴 건너뛰기




Volumn 15, Issue 1, 2005, Pages 11-21

A batch-to-batch iterative optimal control strategy based on recurrent neural network models

Author keywords

Batch processes; Batch to batch control; Iterative learning control; Optimisation; Polymerisation; Recurrent neural networks

Indexed keywords

BATCH PROCESSES; BATCH-TO-BATCH CONTROL; ITERATIVE LEARNING CONTROL; OBJECTIVE FUNCTIONS;

EID: 4444350400     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2004.04.005     Document Type: Article
Times cited : (169)

References (31)
  • 1
    • 0028548097 scopus 로고
    • Batch unit optimization with imperfect modelling: A survey
    • Terwiesch P., Argarwal M., Rippin D.W.T. Batch unit optimization with imperfect modelling: a survey. J. Process Control. 4:1994;238-258.
    • (1994) J. Process Control , vol.4 , pp. 238-258
    • Terwiesch, P.1    Argarwal, M.2    Rippin, D.W.T.3
  • 2
    • 0032188148 scopus 로고    scopus 로고
    • Optimal operation of batch reactors - A personal view
    • Bonvin D. Optimal operation of batch reactors - a personal view. J. Process Control. 8:1998;355-368.
    • (1998) J. Process Control , vol.8 , pp. 355-368
    • Bonvin, D.1
  • 3
    • 0030397367 scopus 로고    scopus 로고
    • Mathematical modelling of emulsion copolymerization of acrylonitrile/butadiene
    • Dube M.A., Penlidis A., Mutha R.K., Cluett W.R. Mathematical modelling of emulsion copolymerization of acrylonitrile/butadiene. Ind. Eng. Chem. Res. 35:1996;4434-4448.
    • (1996) Ind. Eng. Chem. Res. , vol.35 , pp. 4434-4448
    • Dube, M.A.1    Penlidis, A.2    Mutha, R.K.3    Cluett, W.R.4
  • 4
    • 0020265509 scopus 로고
    • Multiobjective dynamic optimisation of semibatch copolymerisation reactors
    • Tsoukas A., Tirrell M., Stephanopoulos G. Multiobjective dynamic optimisation of semibatch copolymerisation reactors. Chem. Eng. Sci. 37(12):1982;1785-1795.
    • (1982) Chem. Eng. Sci. , vol.37 , Issue.12 , pp. 1785-1795
    • Tsoukas, A.1    Tirrell, M.2    Stephanopoulos, G.3
  • 5
  • 6
    • 0032031419 scopus 로고    scopus 로고
    • Prediction of polymer quality in batch polymerisation reactors using robust neural networks
    • Zhang J., Morris A.J., Martin E.B., Kiparissides C. Prediction of polymer quality in batch polymerisation reactors using robust neural networks. Chem. Eng. J. 69:1998;135-143.
    • (1998) Chem. Eng. J. , vol.69 , pp. 135-143
    • Zhang, J.1    Morris, A.J.2    Martin, E.B.3    Kiparissides, C.4
  • 7
    • 0024861871 scopus 로고
    • Approximation by superpositions of a sigmoidal function
    • Cybenko G. Approximation by superpositions of a sigmoidal function. Math. Control Signals Syst. 2:1989;303-314.
    • (1989) Math. Control Signals Syst. , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 9
    • 0025010309 scopus 로고
    • Use of neural nets for dynamic modelling and control of chemical process systems
    • Bhat N., McAvoy T. Use of neural nets for dynamic modelling and control of chemical process systems. Comput. Chem. Eng. 14:1990;573-583.
    • (1990) Comput. Chem. Eng. , vol.14 , pp. 573-583
    • Bhat, N.1    Mcavoy, T.2
  • 12
    • 0035904350 scopus 로고    scopus 로고
    • Modeling and optimal control of a batch polymerization reactor using a hybrid stacked recurrent neural network model
    • Tian Y., Zhang J., Morris A.J. Modeling and optimal control of a batch polymerization reactor using a hybrid stacked recurrent neural network model. Ind. Eng. Chem. Res. 40:2001;4525-4535.
    • (2001) Ind. Eng. Chem. Res. , vol.40 , pp. 4525-4535
    • Tian, Y.1    Zhang, J.2    Morris, A.J.3
  • 13
    • 0032164685 scopus 로고    scopus 로고
    • Optimization of molecular-weight distribution using batch-to-batch adjustments
    • Clarke-Pringle T.L., MacGregor J.F. Optimization of molecular-weight distribution using batch-to-batch adjustments. Ind. Eng. Chem. Res. 37:1998;3660-3669.
    • (1998) Ind. Eng. Chem. Res. , vol.37 , pp. 3660-3669
    • Clarke-Pringle, T.L.1    Macgregor, J.F.2
  • 15
    • 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
    • Lee K., Lee J.H., Yang D.R., Mahoney A.W. Integrated run-to-run and on-line model-based control of particle size distribution for a semi-batch precipitation reactor. Comput. Chem. Eng. 26:2002;1117-1131.
    • (2002) Comput. Chem. Eng. , vol.26 , pp. 1117-1131
    • Lee, K.1    Lee, J.H.2    Yang, D.R.3    Mahoney, A.W.4
  • 16
    • 0037999896 scopus 로고    scopus 로고
    • Within-batch and batch-to-batch inferential-adaptive control of semibatch reactors: A partial least squares approach
    • Flores-Cerrillo J., MacGregor J.F. Within-batch and batch-to-batch inferential-adaptive control of semibatch reactors: a partial least squares approach. Ind. Eng. Chem. Res. 42:2003;3334-3345.
    • (2003) Ind. Eng. Chem. Res. , vol.42 , pp. 3334-3345
    • Flores-Cerrillo, J.1    Macgregor, J.F.2
  • 18
    • 0026878445 scopus 로고
    • The identification of kinetic expressions and the evolutionary optimization of speciality chemical batch reactors using tendency models
    • Rastogi A., Fotopoulos J., Georgakis C., Stenger G.H. The identification of kinetic expressions and the evolutionary optimization of speciality chemical batch reactors using tendency models. Chem. Eng. Sci. 47:1992;2487-2492.
    • (1992) Chem. Eng. Sci. , vol.47 , pp. 2487-2492
    • Rastogi, A.1    Fotopoulos, J.2    Georgakis, C.3    Stenger, G.H.4
  • 19
    • 0031117784 scopus 로고    scopus 로고
    • Product quality control in semibatch reactors using midcourse correction policies
    • Yabuki Y., MacGregor J.F. Product quality control in semibatch reactors using midcourse correction policies. Ind. Eng. Chem. Res. 36:1997;1268-1275.
    • (1997) Ind. Eng. Chem. Res. , vol.36 , pp. 1268-1275
    • Yabuki, Y.1    Macgregor, J.F.2
  • 20
    • 0037438469 scopus 로고    scopus 로고
    • Dynamic optimization of batch processes. II. Role of measurements in handling uncertainty
    • Srinivasan B., Bonvin D., Visser E., Palanki S. Dynamic optimization of batch processes. II. Role of measurements in handling uncertainty. Comput. Chem. Eng. 27:2003;27-44.
    • (2003) Comput. Chem. Eng. , vol.27 , pp. 27-44
    • Srinivasan, B.1    Bonvin, D.2    Visser, E.3    Palanki, S.4
  • 21
    • 0030191936 scopus 로고    scopus 로고
    • Batch-to-batch optimization using neural network models
    • Dong D., McAvoy T.J., Zafiriou E. Batch-to-batch optimization using neural network models. Ind. Eng. Chem. Res. 35:1996;2269-2276.
    • (1996) Ind. Eng. Chem. Res. , vol.35 , pp. 2269-2276
    • Dong, D.1    Mcavoy, T.J.2    Zafiriou, E.3
  • 22
    • 0041304640 scopus 로고    scopus 로고
    • Hybrid model-based approach to batch-to-batch control of particle size distribution in emulsion polymerization
    • Doyle F.J. III, Harrison C.A., Crowley T.J. Hybrid model-based approach to batch-to-batch control of particle size distribution in emulsion polymerization. Comput. Chem. Eng. 27:2003;1153-1163.
    • (2003) Comput. Chem. Eng. , vol.27 , pp. 1153-1163
    • Doyle III, F.J.1    Harrison, C.A.2    Crowley, T.J.3
  • 23
    • 0030107855 scopus 로고    scopus 로고
    • Iterative learning control for discrete-time system with exponential rate of convergence
    • Amann N., Owens D.H., Rogers E. Iterative learning control for discrete-time system with exponential rate of convergence. IEE Proc. D-Control Theory Appl. 143(2):1996;217-224.
    • (1996) IEE Proc. D-Control Theory Appl. , vol.143 , Issue.2 , pp. 217-224
    • Amann, N.1    Owens, D.H.2    Rogers, E.3
  • 24
    • 0033213432 scopus 로고    scopus 로고
    • Model predictive control technique combined with iterative learning control for batch processes
    • Lee K.S., Chin I.S., Lee H.J., Lee J.H. Model predictive control technique combined with iterative learning control for batch processes. AIChE J. 45(10):1999;2175-2187.
    • (1999) AIChE J. , vol.45 , Issue.10 , pp. 2175-2187
    • Lee, K.S.1    Chin, I.S.2    Lee, H.J.3    Lee, J.H.4
  • 25
    • 0033871847 scopus 로고    scopus 로고
    • Model-based iterative learning control with a quadratic criterion for time-varying linear systems
    • Lee J.H., Lee K.S., Kim W.C. Model-based iterative learning control with a quadratic criterion for time-varying linear systems. Automatica. 36:2000;641-657.
    • (2000) Automatica , vol.36 , pp. 641-657
    • Lee, J.H.1    Lee, K.S.2    Kim, W.C.3
  • 26
    • 0025503558 scopus 로고
    • Backpropagation through time: What it does and how to do it
    • Werbos P.J. Backpropagation through time: what it does and how to do it. Proc. IEEE. 78:1990;1550-1560.
    • (1990) Proc. IEEE , vol.78 , pp. 1550-1560
    • Werbos, P.J.1
  • 27
    • 0026868901 scopus 로고
    • Long term prediction of chemical processes using recurrent neural networks: A parallel training approach
    • Su H.T., McAvoy T.J., Werbos P. Long term prediction of chemical processes using recurrent neural networks: a parallel training approach. Ind. Eng. Chem. Res. 31:1992;1338-1352.
    • (1992) Ind. Eng. Chem. Res. , vol.31 , pp. 1338-1352
    • Su, H.T.1    Mcavoy, T.J.2    Werbos, P.3
  • 28
    • 0031628183 scopus 로고    scopus 로고
    • Long-term prediction models based on mixed order locally recurrent neural networks
    • Zhang J., Morris A.J., Martin E.B. Long-term prediction models based on mixed order locally recurrent neural networks. Comput. Chem. Eng. 22:1998;1051-1063.
    • (1998) Comput. Chem. Eng. , vol.22 , pp. 1051-1063
    • Zhang, J.1    Morris, A.J.2    Martin, E.B.3
  • 29
    • 0036011337 scopus 로고    scopus 로고
    • Optimal control of a batch emulsion copolymerisation reactor based on recurrent neural network models
    • Tian Y., Zhang J., Morris A.J. Optimal control of a batch emulsion copolymerisation reactor based on recurrent neural network models. Chem. Eng. Process. 41:2002;531-538.
    • (2002) Chem. Eng. Process. , vol.41 , pp. 531-538
    • Tian, Y.1    Zhang, J.2    Morris, A.J.3
  • 31
    • 0033611719 scopus 로고    scopus 로고
    • Estimation of impurity and fouling in batch polymerisation reactors through the application of neural networks
    • Zhang J., Morris A.J., Martin E.B., Kiparissides C. Estimation of impurity and fouling in batch polymerisation reactors through the application of neural networks. Comput. Chem. Eng. 23:1999;301-314.
    • (1999) Comput. Chem. Eng. , vol.23 , pp. 301-314
    • Zhang, J.1    Morris, A.J.2    Martin, E.B.3    Kiparissides, C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.