Optimization of a fuzzy controller for fruit storage using neural networks and genetic algorithms

Engineering Applications of Artificial Intelligence

Volumn 10, Issue 5, 1997, Pages 453-461

  Morimoto, T ^a   Suzuki, J ^a   Hashimoto, Y ^a  

^a EHIME UNIVERSITY   (Japan)

Author keywords

Fruit storage process; Fuzzy control; Genetic algorithms; Neural networks; Optimal control rules; Optimal membership functions

Indexed keywords

COMPUTER SIMULATION; FOOD STORAGE; GENETIC ALGORITHMS; HUMIDITY CONTROL; MATHEMATICAL MODELS; MEMBERSHIP FUNCTIONS; NEURAL NETWORKS; OPTIMAL CONTROL SYSTEMS; VENTILATION;

FRUIT STORAGE;

FUZZY CONTROL;

EID: 0031247985     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/s0952-1976(97)00047-x     Document Type: Article

References (20)

1. Chen, S., Billings, S. A. and Grant, P. M. (1990) Non-linear system identification using neural network. International Journal of Control, 51(6), 1191-1214.
2. Cybenko, G. (1989) Approximation by superpositions of a sigmoidal function. Mathematics of Control Signals and Systems, 2, 303-314.
3. De Baeidemaeker, J. and Hashimolo, Y. (1994) Speaking fruit approach to the intelligent control of the storage system. Proc. of 12th CIGR World Congress, Vol.1, pp. 190-197.
4. Goldberg, D. (1989) Genetic algorithms in search, optimization and machine learning. Addison-Wesley.
5. Holland, J. H. (1992) Genetic algorithms. Scientific American, July, 44-50.
6. Karr, C. L. and Gentry, E. J. (1993) Fuzzy control of pH using genetic algorithms. IEEE Transaction of Fuzzy Systems, 1(1), 46-53.
7. Kim, J., Moon, Y. and Zeigler, B. P. (1995) Designing fuzzy net controllers using genetic algorithms. IEEE Control System Magazine, 15(3), 66-72.
8. Kitagawa, H. (1989) Storage of fruit. Refrigeration, 64(741), 745-759.
9. Krishnakumar, K. and Goldberg, D. E. (1992) Control system optimization using genetic algorithms. Journal of Guidance, Control, and Dynamics, 15(3), 735-740.
10. Lee, C. C. (1990a) Fuzzy logic in control systems: fuzzy logic controller-part I. IEEE Trans. Sys., Man. Cyber., 20(2), 404-418.
11. Lee, C. C. (1990b) Fuzzy logic in control systems: fuzzy logic controller-part II. IEEE Trans. Sys., Man, Cyber., 20(2), 419-435.
12. Ljung, L. and Glad, T. (1994) Modeling of dynamic systems. PTR Prentice Hall, Englewood Cliffs, New Jersey.
13. Morimoto, T., Cho, I. and Hashimoto, Y. (1991) Identification of hydroponics in an advanced control system of the greenhouse. In Preprints of 9th IFAC/IFORS Symposium on Identification and System Parameter Estimation, ed. Cs. Banyasz and L. Keviczky, Vol. 1, pp. 610-615.
14. Morimoto, T., Takeuchi, T. and Hashimoto, Y. (1993) Growth optimization of plant by means of the hybrid system of genetic algorithm and neural network. Proc. International Joint Conference on Neural Networks, Vol. 3, pp. 2979-2982.
15. Morimoto, T., De Baerdemaeker, J. and Hashimoto, Y. (1995a) Optimization of storage system of fruits using neural networks and genetic algorithms. Proc. International Joint Conference of 4th IEEE International Conference on Fuzzy Systems and 2nd International Fuzzy Engineering Symposium, Vol. 1, pp. 289-294.
16. Morimoto, T., Torii, T. and Hashimoto, Y. (1995b) Optimal control of physiological processes of plants in a green plant factory. Control Engineering Practice, 3(4), 505-511.
17. Morimoto, T., Hatou, K. and Hashimoto, Y. (1996) Intelligent control for a plant production system. Control Engineering Practice, 4(6), 773-784.
18. Nakamizo, T. (1992) Signal analysis and system identification. Corona Publishing, Tokyo.
19. Rumelhart, D. E., Hinton, G. E. and Williams, R. J. (1986) Learning representation by back-propagation error. Nature, 323(9), 533-536.
20. Takagi, T., Nakanishi, S., Unehara, K. and Gotoh, Y. (1990) Construction of self-organizing fuzzy controller by neural networks. Soc. Inst. Cont. Eng., 26(8), 10-17.