Application of artificial neural nerworks in oxidation kinetic analysis of nanocomposites

Polish Journal of Chemical Technology

Volumn 10, Issue 3, 2008, Pages 21-28

  Straszko, Jerzy ^a   Strzelczak, Agnieszka ^a   Biedunkiewicz, Anna ^a  

^a WEST POMERANIAN UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

artificial neural networks; ceramic nanocomposites; kinetics; oxidation

Indexed keywords

EID: 84990310553     PISSN: 15098117     EISSN: 18994741     Source Type: Journal    
DOI: 10.2478/v10026-008-0031-5     Document Type: Article

References (39)

1. Strzelczak, A. (2008). Analysis of oxidation processes a¡ selected ceramic nanocomposites in dry air. Unpublished doctoral dissertation, Szczecin University of Technology, Poland. (In Polish).
2. Bykowszczenko, N. (2007). Identification of air contamination models in industrial regions. Unpublished doctoral dissertation, Szczecin University of Technology, Poland. (InPolish).
3. Kamiǿski, W., Strumi?Ǿom, P. & Toczek, E. (2005). Ap- plication of artificial intelligence systems in solving selected ai protection problems. PAN, ?ód?. (In Polish).
4. Gajda, J. B. (2001). Prognoses and simulations versus economic decisions. Wydawnictwo Beck, Warszawa. (In Polish?
5. Osowski, S. (1996). Neural networks in algorithmic approach. WNT, Warszawa. (In Polish).
6. Tadusiewicz, R. (1993). Neural networks. Akademicka Oficyna Wydawnicza, Warszawa. (In Polish).
7. Ǿurada, J., Barski, M. & Jǿdrych, W. (1996). Artificial neural networks. PWN, Warszawa. (In Polish).
8. Piegat, S. (2003). Fuzzy modelling and control. EXIT, Warszawa. (In Polish).
9. Straszko, J., Chroǿciechowska, J. & Stankiewicz, D. (2006). Analysis of thermal decomposition of NiSO46H2O using artificial neural networks. In?. Chem. Proc. 27(1), 217-236. (In Polish).
10. Straszko, J., Strzelczak, A. & Chroǿciechowska, J. (2005). Analysis of the decomposition process of CuSO4 5H2O under non-isothermal condition. Pol. J. Chem. Tech.7 (2), 54-61.
11. Biedunkiewicz, A., Strzelczak, A. & Chroǿciechowska, J. (2005). Non-isothermal oxidation of TiCx powder in dry air. Pol. J. Chem. Tech. 7(4), 1-10.
12. Nazarov, A. A. & Muyukov, R. R. (2003). Nanostructured materials. In W. A. Goddart, D. W. Brenner, S. E. Lyshewski & G. J. Iafrate (Eds.), Handbook of nanoscience, engineering and technology (pp. 609-650). CRC Press LLC.
13. Cushing, B. L., Kolesnichenko, V. L. & O'Connor, Ch. J.(2004). Recent advances in the liquid-phase syntheses of inorganic nanoparticles. Chem. Rev. 104(9), 3893-946. DOI: 10.1002/chin.200447224.
14. Wang, Z. L. (2000). Nanomaterials for nanoscience and nanotechnology. In Z. L. Wang (Ed.) Characterization of nanophase materials (pp. 1-11). Wiley-VCH Verlag GmbH.
15. Gleiter, H. (2000). Nanostructured materials: basic concepts and microstructure. Acta Mat. 48(1), 1-29. DOI: 10.1016/S1359-6454(99)00285-2.
16. Chung, D. D.L. (2001). Applied materials science. Chapman &Hall/CRC CRC Press LLC.
17. Richerson, D. W. (2004). Advanced ceramic matarials. In J. K. Wessel (Ed.) Handbook of advanced materials (pp.65-88). John Willey & Sons, Inc., New Jersey.
18. Pampuch, R. (2005). Contemporary ceramic materials. AGH- Uczelniane Wydawnictwo Naukowe, Krakow. (In Polish)
19. Holmberg, K. & Matthews, A. (2001). Coatings tribology: properties, techniques and application in engineering. Elsevier, New York.
20. Bunshah, R. F. (2001). Handbook of hard coatings; Depo­sition technologies, properties and application. Noyes Publica­tions,. Park Ridge, New York.
21. Biedunkiewicz, A., Gordon, N., Straszko, J. & Tamir, S. (2007) Kinetics of thermal oxidation of titanium carbide and its carbon nano-composites in dry air atmosphere. J. Therm. Anal. Cal. 88(3), 717-722. DOI: 10.1007/s10973-006-8222-x.
22. Coats, A. W. & Redfern, J. P. (1964). Kinetic parameters from thermogravimetric data. Nature. 201, 68-69. DOI: 10.1038/201068a0.
23. Mc Culloch, W. S. & Pitts, W. (1943). A logical calculus of ideas immanent in nervous activity. Bull. Math. Biol. 5(4), 115-133. DOI: 10.1007/BF02478259.
24. Widrow, B. & Hoff, M. (1960). Adaptive switching circuits. In Proceedings of. IRE WESCON Covention Record, Part 4 (pp. 96-104).
25. Hopfield, J. (1982). Neural networks and physical sys­tems with emergent collective computational abilities, Proc. Natl. Acad. Sci. U S A. 79 (8), 2554-2558. DOI: 10.1073/ pnas.79.8.2554.
26. Cover, T. (1965). Geometrical and statistical proper­ties of systems of linear inequalities with applications in pattern recognition. IEEE Trans. Elec. Comp. 14, 326-334. DOI: 10.1109/PGEC.1965.264136.
27. STATISTICA- system description, Statsoft. Retrieved November 1, 2007, from http://www.statsoft.pl
28. STATISTICA NEURAL NETWORKS PL, Introduc­tion to neural networks, StatSoft. Retrieved November 1, 2007, from http://www.statsoft.pl
29. STATISTICA NEURAL NERWORKS PL, Problem guide, StatSoft. Retrieved November 1, 2007, from http:// www.statsoft.pl
30. STATISTICA NEURAL NETWORKS PL, StatSoft. Retrieved November 1, 2007, from http://www.statsoft.pl
31. Shimada, S. & Kozeki, M. (1992). Oxidation of TiC at low temperatures. J. Mat. Sci. 27(7), 1869-1875. DOI: 10.1007/BF01107214.
32. Shimada, S. (1996). A thermoanalytical study of oxi­dation of TiC by simultaneous TGA-DTA-MS analysis. J. Mat. Sci. 31(3), 673-677. DOI: 10.1007/BF00367884.
33. Shimada, S.(2001). Interfacial reaction on oxidation of carbides with formation of carbon. Sol. St. Ionics. 141-142, 99-104. DOI: 10.1016/S0167-2738(01)00727-5.
34. Sobczyk, K. (1996). Stochastic differential equations. WNT, Warszawa. (In Polish).
35. Hien, T. D. (2003). Numerical analysis of stochastic systems. Prac. Nauk. Pol. Szcz. 579, 21-28. (In Polish)
36. Biedunkiewicz, A. & Wróbel, R. (2004). The XRD study of the nanostructured TiC/C and TiN/C composites. Rev. Adv. Mat. Sci. 8, 69-72.
37. Qian-Gang, F., He-Jun, L., Xiao-Hong, S., Ke-Zhi, L., Jian, W. & Min, H. (2006). Oxidation protective glass coating for SiC coated carbon/carbon composites for application at 1773 K. Mat. Lett. 60(3), 431-434. DOI: 10.1016/ j.matlet.2005.09.006.
38. Lin, Y. J. & Chen, L. J. (2000). Oxidation of SiC pow­ders in SiC/alumina/zirconia compacts. Ceram. Int. 26(6), 593-598. DOI: 10.1016/S0272-8842(99)00102-9.
39. Kozin, F. (1988). The method of statistical linearization for non-linear stochastic vibration in nonlinear stochastic dy­namic engineering system. Springer-Verlag, Berlin.