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The paper presents problems of application of empirical modelling for construction of auxiliary models in hybrid model of steam boiler. The problems of energy and exergy evaluation of the boiler are briefiy presented. The necessity of application of auxiliary models in the theoretical-empirical model of the boiler are pointed out. In the presented work the problems of neural modelling of flue gases temperature are discussed in details. Results of calibration of a neural model are presented. The developed model will be applied in a system of energy and exergy evaluation of the boiler.
Czasopismo
Rocznik
Tom
Strony
165--176
Opis fizyczny
Bibliogr. 17 poz.,rys., tab., wykr., w
Twórcy
autor
autor
- Silesian University of Technology, Institute of Thermal Engineering, Konarskiego 22, 44-101 Gliwice, Poland, wojciech.stanek@polsl.pl
Bibliografia
- 1. DE S., KAIADI M., FAST M., ASSADI M.: Developement of artificial neural network model for the steam process of a coal biomass co-fired combined heat and power (CHP) plant in Sweden, Energy, Vol. 32, Issue 11, 2007, 2099-2109.
- 2. DEMUTH H., BEALE M.: Neural Network Toolbox, The MathWorks 1998.
- 3. DEUTSCH R.: Theory of estimation, PWN, Warszawa 1969, (in Polish.).
- 4. DRAPER N. R., SMITH H.: Applied regression analysis, PWN, Warszawa 1973, (in Polish).
- 5. KORBICZ J., OBUCHOWICZ A., UCIŃSKI D.: Artificial Neural Network, Academic Press PLJ, Warszawa l994, (in Polish.)
- 6. MZYK G.: Application of the method of auxiliary variable for identification of complex systems, Proc. of XIII National Automation Conf., Opole 1999, (in Polish).
- 7. RUSINOWSKI H.: Identification of complex thermal and thermo-technological processes, Silesian University of Technology Press, Gliwice 2003, (in Polish).
- 8. RUSINOWSKI H.: Regression modelling of boilers with advanced validation of measurement, Archives of Energetics, Vol. XXXIV (2005), No. 2, 203-227, (in Polish).
- 9. RUSINOWSKI H., STANEK W.: Identification of energy efficiency of pulverized-fuel boiler with application of neural modelling , Proc. of Int. Carpathian Control Conf. ICCC'2006, Roznov pod Radhostem, Czech Republic, May 29-31, 2006, 477-480.
- 10. RUSINOWSKI H., STANEK W.: Neural modelling of steam boilers, Energy Conversion and Management, 48 (2007), 2802-2809.
- 11. RUSINOWSKI H., STANEK W.: Hybrid model of steam boiler, Proc. Conf. ECOS 2008, 913-920.
- 12. STANEK W., RUSINOWSKI H.: Application of neural modelling in analytical-empirical model of the boiler, Proc. of X Int. Boiler Conf. '2006 Szczyrk, Orle Gniazdo, 17-20 X 2006, Vol. 1, 385-396, 225-241 (in Polish).
- 13. STANEK W., RUSINOWSKI H.: Comparison of empirical modelling of a boiler with the application of neural and regression methods, Proc. Conf. ECOS 2007, 205-212.
- 14. SZARGUT J.: Exergy. Handbook of calculation and application, The Silesian University of Technology Publishing House, Gliwice 2007 (in Polish).
- 15. TADEUSIEWICZ R.: Neural networks, Academic Press RM, Warszawa 1993 (in Polish).
- 16. Polish Standard PN-72/M-34128 Steam boilers (in Polish).
- 17. Deutsche Norm DIN 1942 Acceptance testing of steam generators , Edition 02/1994
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BGPK-2214-8470