Hybrid neuro-fuzzy network-priori knowledge model in temperature control of a gas water heater system

Proceedings - HIS 2005: Fifth International Conference on Hybrid Intelligent Systems

Volumn 2005, Issue , 2005, Pages 116-121

  Vieira, J A ^a   Dias, F Morgado ^b   Mota, A M ^c  

^a INSTITUTO POLITÉCNICO DE CASTELO BRANCO   (Portugal)

^b INSTITUTO POLITÉCNICO DE SETÚBAL   (Portugal)

^c UNIVERSITY OF AVEIRO   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

FUZZY SETS; KNOWLEDGE ENGINEERING; LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; NEURAL NETWORKS; TEMPERATURE CONTROL;

FIRST PRINCIPLES MODEL (FPM); GAS WATER HEATER SYSTEMS; NEURO-FUZZY MODELS; PREDICTIVE CONTROLLERS;

WATER HEATERS;

EID: 33847006625     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICHIS.2005.60     Document Type: Conference Paper

References (11)

1. J. Abonyi, J. Madar and F. Szeifert, "Combining First Principles Models and Neural Networks for Generic Model Control", Soft Computing in Industrial Applications - Recent Advances, Eds. R. Roy, M. Koppen, S. O., T. F., F. Homann Springer Engineering Series, 2002, pp.111-122.
2. F. A. Cubillos, P. I. Alvarez, J. C. Pinto, E. L. Lima. "Hybrid-neural modelling for particulate solid drying processes". Power Thecnology, 1996, vol. 87, pp. 153-160.
3. J. S. R. Jang, C.-T. Sun, E. Mizutani, "Neuro-Fuzzy and Soft Computing A Computation Approach to Learning and Machine Intelligence", Matlab Curriculum Series, Prentice Hall, 1997.
4. Fuzzy Logic Toolbox for MATLAB, MathWorks, Technical Report, 1996.
5. E. P. Nahas, M. A. Henson, D. E. Seborg, "Nonlinear Internal Model Control Strategy for Neural Network Models", Comp Chem. Eng., 1992, pp. 1039-1057.
6. R. Oliveira, "Combining first principles modelling and artificial neural networks: a general framework", Computers and Chemical Engineering, 2004, vol. 28, pp. 755-766.
7. D. C. Psichogios and L. H. Ungar, "A hybrid neural network-first principles approach to process modelling", AIChE Journal, 1992, vol. 38(10), pp. 1499-1511.
8. Y. Tan, M. Nazmul Karim, "Smith Predictor Based Neural Controller with Time Delay Estimation", Proceedings of 15th Triennial World Congress, IFAC, 2002
9. M. L. Tompson. And M. A. Kramer, "Modelling chemical processes using prior knowledge and neural networks", A. I. Ch. E. Journal, 1994, vol. 40(8), pp. 1328-1340.
10. J. Vieira, A. Mota, "Water Gas Heater Non-Linear Physical Model: Optimisation With Genetic Algorithms", Proceedings of IASTED 23rd Int. Conference MIC, 2004, vol. 1, pp. 122-127.
11. Q. Xiang and A. Jutan. "Grey box modelling and control of chemical processes", Chemical Eng. Science, 2002, vol.57, pp. 1027-1039.