Application of Fuzzy Control Method with Genetic Algorithm to a Polymerization Reactor at Constant Set Point

Chemical Engineering Research and Design - Tập 84 - Trang 1012-1018 - 2006
A. Altinten1, S. Erdogan1, H. Hapoglu2, F. Aliev3, M. Alpbaz2
1Gazi University, Faculty of Engineering and Architecture, Department of Chemical Engineering, Ankara, Turkey
2Ankara University, Faculty of Engineering, Department of Chemical Engineering, Ankara, Turkey
3Ankara University, Faculty of Science, Department of Statistics, Ankara, Turkey

Tài liệu tham khảo

Altinten, 2000, Tracking performance of control methods, Chemical Engineering Communications, 181, 21, 10.1080/00986440008912813 Arslan, 2001, Determination of fuzzy logic membership functions using genetic algorithms, Fuzzy Sets and Systems, 118, 297, 10.1016/S0165-0114(99)00065-2 Cetinkaya, S., 1996, Dynamic matrix control of a batch polymerization reactor under the optimal conditions, Ms thesis, Ankara University, Graduate School of Natural and Applied Sciences. Chen, 1978, Minimum end time policies for batchwise radical chain polymerization, Chem Eng Sci, 33, 735, 10.1016/0009-2509(78)80051-7 Chin, 1998, Genetic algorithms for learning the rule base of fuzzy logic controller, Fuzzy Sets and Systems, 97, 1, 10.1016/S0165-0114(96)00354-5 Clarke-Pringle, 1997, Nonlinear adaptive temperature control of multi-product, semi-batch polymerization reactors, Comput Chem Eng, 21, 1395, 10.1016/S0098-1354(97)00013-6 Coughanowr, 1991 Gurocak, 1999, A genetic-algorithm-based method for tuning fuzzy logic controllers, Fuzzy Sets and Systems, 108, 39, 10.1016/S0165-0114(97)00309-6 Holland, 1975 Karagoz, A.R., 1998, Application of generalized minimum variance (GMV) control to optimal temperature policy of a polymerization reactor, PhD thesis, Ankara University, Graduate School of Natural and Applied Sciences. Karagoz, 2000, Generalized minimum variance control of optimal temperature profiles in a polystyrene polymerization reactor, Chemical Engineering and Processing, 39, 253, 10.1016/S0255-2701(99)00104-X Karr, 1990, Fuzzy process control with a genetic algorithm, 53 Krishnakumar, 1992, Control system optimization using genetic algorithms, Journal of Guidance, Control and Dynamics, 15, 735, 10.2514/3.20898 Lee, 1997, Hierarhical time-optimal control of a continuous copolymerization reactor during start-up or grade change operation using genetic algorithms, Computers Chem Eng, 21, S1037, 10.1016/S0098-1354(97)87639-9 Newell, 1989 Ng, K.C. and Li, Y., 1994, Design of sophisticated fuzzy logic controllers using genetic algorithms, in Proc. 3rd IEEE Int. Conf. Fuzzy Systems, Orlando, FL, 1708–1712 (University of Glasgow, Technical Report: CSC-94001) Ni, 1997, Temperature control of highly exothermic batch polymerization reactors, Journal of Applied Polymer Science, 63, 761, 10.1002/(SICI)1097-4628(19970207)63:6<761::AID-APP8>3.0.CO;2-L Rho, 1998, Application of adaptive modelpredictive control to a batch MMA polymerization reactor, Chem Eng Sci, 53, 3729, 10.1016/S0009-2509(98)00166-3 Wang, 1996, Optimal design of multiproduct batch chemical process using genetic algorithms, Ind Eng Chem Res, 35, 3560, 10.1021/ie9506633 Wang, 1994, Optimal design of PID process controllers based on genetic algorithms, Control Engineering Practice, 2, 641, 10.1016/0967-0661(94)90008-6 Wang, 1994, Nonlinear adaptive control of batch polymerization, Comput Chem Eng, 18, S397, 10.1016/0098-1354(94)80065-0 Wu, 2000, A genetic approach for simultaneous design of membership functions and fuzzy control rules, Journal of Intelligent and Robotic Systems, 28, 195, 10.1023/A:1008186427312 Yuce, 1999, Temperature control of a batch polymerization reactor, Chem Eng Res Des (IChemE), 77, 413, 10.1205/026387699526395 Zhou, 2000, Optimal design for fuzzy controllers by genetic algorithms, IEEE Transactions on Industry Applications, 36, 93, 10.1109/28.821802