Soft computing for greenhouse climate control

被引:69
作者
Caponetto, R. [1 ]
Fortuna, L. [2 ]
Nunnari, G. [2 ]
Occhipinti, L. [1 ]
Xibilia, M.G. [3 ]
机构
[1] Soft Computing Group, STMicroelectronics
[2] System and Control Group, University of Catania
[3] Dipartimento di Matematica, University of Messina
关键词
D O I
10.1109/91.890333
中图分类号
学科分类号
摘要
The methodology proposed in the paper applies artificial intelligence (AI) techniques to the modeling and control of some climate variables within a greenhouse. The nonlinear physical phenomena governing the dynamics of temperature and humidity in such systems are, in fact, difficult to model and control using traditional techniques. The paper proposes a framework for the development of soft computing-based controllers in modern greenhouses.
引用
收藏
页码:753 / 760
页数:7
相关论文
共 15 条
[1]  
Businger, The glasshouse (greenhouse) climate, Phys. Plant Environment, pp. 277-318, (1963)
[2]  
The Solar Greenhouse Book, (1978)
[3]  
Joilliet J.C., HORTITRANS, a model for predicting and optimizing humidity and transpiration in greenhouses, J. Agriculture Engrg. Res., 57, pp. 23-37, (1994)
[4]  
Zadeh L.A., What is soft computing, Soft Computing A Fusion of Foundation, Methodologies and Applications, 1, 1, (1997)
[5]  
Mamdani E.H., Assilian S., An expert in linguistic synthesis with a fuzzy logic controller, Int. J. Man Mach. Studies, 7, pp. 1-13, (1975)
[6]  
Goldberg D.E., Genetic Algorithms in Search, Optimization and Machine Learning, (1989)
[7]  
Genetic Algorithms in System Engineering and Application, (1998)
[8]  
Seginer I., Boulard T., Bayley B.J., Neural network models of the greenhouse climate, Proc. Int. Winter Meet. Amer. Soc. Agriculture Eng. (ASAE), (1993)
[9]  
Clouaire B.J., Boulard T., Cros M.J., Jeannequin B., Using empirical knowledge for the determination of climatic setpoints: An artificial intelligence approach, The Computerized Greenhouse: Automatic Control Application in Plant Production, pp. 197-224, (1993)
[10]  
Criscione M., Lionetto A., Nunnari G., Occhipinti L., Embedded fuzzy control on monolithic dc/dc converters, Proc. IEEE Int. Symp. Circuit Syst., (1998)