A Reliable Neural Network Model Based Optimal Control Strategy for a Batch Polymerization Reactor
作者： Jie Zhang
DOI: 10.1021/IE034136S
关键词:
摘要: … , such as a neural network model, usually … neural network model based optimal control approach where the optimization objective function is modified by including a term to penalize …
unirioja.es
acs.org
sci-hub.se 参考文章(26)
Christopher M. Bishop, Neural networks for pattern recognition ,(1995)
N. Bhat, T.J. McAvoy, Use of neural nets for dynamic modeling and control of chemical process systems Computers & Chemical Engineering. ,vol. 14, pp. 573- 582 ,(1990) , 10.1016/0098-1354(90)87028-N
Jie Zhang, Developing robust non-linear models through bootstrap aggregated neural networks Neurocomputing. ,vol. 25, pp. 93- 113 ,(1999) , 10.1016/S0925-2312(99)00054-5
Isabelle M. Thomas, Costas Kiparissides, Computation of the near‐optimal temperature and initiator policies for a batch polymerization reactor Canadian Journal of Chemical Engineering. ,vol. 62, pp. 284- 291 ,(1984) , 10.1002/CJCE.5450620217
F. Girosi, T. Poggio, Networks and the Best Approximation Property Biological Cybernetics. ,vol. 63, pp. 169- 176 ,(1990) , 10.1007/BF00195855
Norhana Taib, DS Achilias, C Kiparissides, BH Bersted, TG Anderson, WY Chiu, GM Carrat, DS Soong, TJ Crowley, KY Choi, FAN Fernandes, LMF Lona, A Penlidis, C Kiparissides, M Krothapally, B Bennett, W Finney, S Palanki, C Kuroda, J Kim, CAO Nascimento, R Giudici, R Guardani, SR Ponnuswamy, SL Shah, CA Kiparissides, NK Roy, WD Potter, DP Landau, M Soroush, C Kravaris, T Takamatsu, S Shioya, Y Okada, Y Tian, J Zhang, J Morris, J Zhang, J Zhang, AJ Morris, EB Martin, C Kiparissides, None, Prediction of polymer quality in batch polymerisation reactors using robust neural networks Chemical Engineering Journal. ,vol. 69, pp. 135- 143 ,(1998) , 10.1016/S1385-8947(98)00069-2
Jie Zhang, Developing Robust Neural Network Models by Using Both Dynamic and Static Process Operating Data Industrial & Engineering Chemistry Research. ,vol. 40, pp. 234- 241 ,(2001) , 10.1021/IE000286G
J. Zhang, E.B. Martin, A.J. Morris, C. Kiparissides, Inferential Estimation of Polymer Quality Using Stacked Neural Networks Computers & Chemical Engineering. ,vol. 21, ,(1997) , 10.1016/S0098-1354(97)87637-5
C. Kiparissides, Polymerization reactor modeling: A review of recent developments and future directions Chemical Engineering Science. ,vol. 51, pp. 1637- 1659 ,(1996) , 10.1016/0009-2509(96)00024-3
D. Ruppen, C. Benthack, D. Bonvin, Optimization of batch reactor operation under parametric uncertainty — computational aspects Journal of Process Control. ,vol. 5, pp. 235- 240 ,(1995) , 10.1016/0959-1524(95)00015-I