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http://dx.doi.org/10.5012/bkcs.2008.29.10.2009

Prediction of Thermal Decomposition Temperature of Polymers Using QSPR Methods  

Ajloo, Davood (School of Chemistry, Damghan University of Basic Science)
Sharifian, Ali (School of Chemistry, Damghan University of Basic Science)
Behniafar, Hossein (School of Chemistry, Damghan University of Basic Science)
Publication Information
Abstract
The relationship between thermal decomposition temperature and structure of a new data set of eighty monomers of different polymers were studied by multiple linear regression (MLR). The stepwise method was used in order to variable selection. The best descriptors were selected from over 1400 descriptors including; topological, geometrical, electronic and hybrid descriptors. The effect of number of descriptors on the correlation coefficient (R) and F-ratio were considered. Two models were suggested, one model having four descriptors ($R^2$ = 0.894, $Q^2_{cv}$ = 0.900, F = 172.1) and other model involving 13 descriptors ($R^2$ = 0.956, $Q^2_{cv}$ = 0.956, F = 125.4).
Keywords
Thermal decomposition temperature; Geometrical descriptors; Semi-empirical; Cross validation; Polymer
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1 Yu, X.; Xie, Z.; Yi, B.; Wang, X.; Liu, F. Eur. Polym. J. 2007, 43, 818   DOI   ScienceOn
2 Liu, A.; Wang, X.; Wang, L.; Wang, H.; Wang, H. Eur. Polym. J. 2007, 43, 989   DOI   ScienceOn
3 Yu, X.; Xie, Z.; Yi, B.; Wang, X.; Liu, F. Eur. Polym. J. 2007, 43, 818   DOI   ScienceOn
4 Katritzky, A. R.; Sild, S.; Karelson, M. J. Chem. Inf. Comput. Sci. 1998, 8, 1171
5 Behniafar, H.; Haghighat, S. Eur. Polym. J. 2006, 42, 3236   DOI   ScienceOn
6 Behniafar, H.; Akhlaghinia, B.; Habibian, S. Eur. Polym. J. 2005, 41, 1071   DOI   ScienceOn
7 Behniafar, H. J. Appl. Polym. Sci. 2006, 101, 869   DOI   ScienceOn
8 Behniafar, H.; Khaje-Mirzai, A. A.; Beit-Saeed, A. Polym. Int. 2007, 56, 74   DOI   ScienceOn
9 Efroymson, M. A. Multiple Regression Analysis in Mathematical Methods for Digital Computers; Ralston, A., Wilf, H. S., Eds.; Wiley: New York, 1960
10 Banihashemi, A.; Behniafar, H. Polym. Int. 2003, 52, 1136   DOI   ScienceOn
11 Osten, D. W. J. Chemom. 1998, 2, 39   DOI
12 Tropsha, A.; Gramatica, P.; Gombar, V. K. Quant. Struct. Activ. Relat. 2003, 22, 1
13 Golbraikh, A.; Tropsha, A. J. Mol. Graphics Model 2002, 20, 269   DOI   ScienceOn
14 Behniafar, H.; Banihashemi, A. Eur. Polym. J. 2004, 40, 1409   DOI   ScienceOn
15 Behniafar, H.; Habibian, S. Polym. Int. 2005, 54, 1134   DOI   ScienceOn
16 Behniafar, H.; Jafari, A. J. Appl. Polym. Sci. 2006, 100, 3203   DOI   ScienceOn
17 Behniafar, H. J. Macromol. Sci. Pur. Appl. Chem. 2006, 43, 813   DOI   ScienceOn
18 Efron, B. J. Am. Stat. Assoc. 1983, 78, 316   DOI   ScienceOn
19 Behniafar, H.; Haghighat, S.; Farzaneh, S. Polymer 2005, 46, 4627   DOI   ScienceOn
20 Brian, E. M.; Peter, C. J. J. Chem. Inf. Comput. Sci. 2002, 42, 232   DOI   ScienceOn
21 van Krevelen, D. W. Properties of Polymers. 3rd ed.; Elsevier: Amsterdam, 1990
22 Xua, J.; Chenb, B.; Zhang, Q.; Guob, B. Polymer 2004, 45, 8651   DOI   ScienceOn
23 Bicerano, J. Prediction of Polymer Properties. 2nd ed.; Marcelar Dekker Inc.: New York, 1996
24 Flynn, J. H. J. Therm. Anal. 1988, 34, 367   DOI
25 Sun, H.; Tang, Y. W.; Wu, G. S.; Zhang, F. S.; Chen, X. Q. Comput. Appl. Chem. 2003, 20, 210
26 Sun, H.; Tang, Y. W.; Wu, G. S.; Zhang, F. S.; Chen, X. Q. Comp. Appl. Chem. 2003, 20, 381
27 Afantitis, A.; Melagraki, G.; Sarimveis, H.; Koutentis, P. A.; Markopoulos, J.; Igglessi-Markopoulou, O. Polymer 2006, 47, 3240   DOI   ScienceOn
28 Gharagheizi, F. Comp. Mater. Sci. 2007, 40, 159   DOI   ScienceOn
29 Motamedi, M.; Bathaie, S. Z.; Hemmateenejad, B.; Ajloo, D. J. Mol. Structure (Theochem) 2004, 678, 163   DOI   ScienceOn
30 Behniafar, H.; Banihashemi, A. Polym. Int. 2004, 53, 2020   DOI   ScienceOn
31 HyperChem Release 7.5 for Windows, Molecular Modeling System; Hypercube, Inc.: 2002
32 Todechini, R.; Consoni, V. Handbook of Molecular Descriptors; Wiley VCH: 2000
33 Talete srl, Dragon for Windows (Software for molecular Descriptor Calculations), Version 5.4-2006
34 Efron, B. J. Am. Stat. Assoc. 1983, 78, 316   DOI   ScienceOn
35 Efroymson, M. A. Multiple Regression Analysis in Mathematical Methods for Digital Computers; Ralston, A., Wilf, H. S., Eds.; Wiley; New York, 1960
36 Mattioni, B. E.; Jurs, P. C. J. Chem. Inf. Comput. Sci. 2002, 42, 232   DOI   ScienceOn
37 Yu, X.; Yi, B.; Xie, Z.; Wang, X.; Liu, F. Chemometr. Intell. Lab. 2007, 87, 247   DOI   ScienceOn