Full Paper

You have free access to this content

Modeling and Predicting the Glass Transition Temperature of Polymethacrylates Based on Quantum Chemical Descriptors by Using Hybrid PSO-SVR

Jun-Fang Pei,
Cong-Zhong Cai^*,
Yi-Ming Zhu,
Bin Yan

Article first published online: 13 DEC 2012

DOI: 10.1002/mats.201200072

Issue

Macromolecular Theory and Simulations

Volume 22, Issue 1, pages 52–60, January 2013

Additional Information

How to Cite

Pei, J.-F., Cai, C.-Z., Zhu, Y.-M. and Yan, B. (2013), Modeling and Predicting the Glass Transition Temperature of Polymethacrylates Based on Quantum Chemical Descriptors by Using Hybrid PSO-SVR. Macromol. Theory Simul., 22: 52–60. doi: 10.1002/mats.201200072

Author Information

Department of Applied Physics, Chongqing University, Chongqing 401331, P.R. China

Email: Cong-Zhong Cai (caiczh@gmail.com; czcai@cqu.edu.cn)

^*Department of Applied Physics, Chongqing University, Chongqing 401331, P.R. China

Publication History

Issue published online: 22 JAN 2013
Article first published online: 13 DEC 2012
Manuscript Received: 5 OCT 2012

ARTICLE TOOLS

View Full Article (HTML) Get PDF (232K)

1
S. Krause, J. J. Gormley, N. Roman, J. A. Shetter, W. H. Watanabe, J. Polym. Sci. Part A: Polym Chem. 1965, 3, 3573.
- CAS,
- Web of Science® Times Cited: 99
2
J. Bicerano, “ Prediction of Polymer Properties”, 2nd edition Marcel Dekker, New York 1996.
3
J. Bicerano, “ Encyclopedia of Polymer Science and Technology”, Wiley, New York 2003.
4
P. Camelio, C. C. Cypcar, V. Lazzeri, B. Waegell, J. Polym. Sci. Part A: Polym. Chem. 1997, 35, 2579.
Direct Link:
5
J. F. Dai, S. L. Liu, Y. Chen, C. Z. Cao, Acta Polym. Sinica 2003, 3, 343.
6
W. Q. Liu, C. Z. Cao, Colloid Polym. Sci. 2009, 287, 811.
7
W. Q. Liu, X. Y. Wang, X. F. Li, Q. P. Long, X. H. Wen, J. J. Li, Poly. Mater. Sci. Eng. 2006, 22, 170.
- Web of Science® Times Cited: 2
8
X. L. Yu, B. Yi, X. Y. Wang, J. Theor. Comput. Chem. 2008, 7, 953.
9
X. L. Yu, X. Y. Wang, Int. J. Mater. Res. 2012, 3, 329.
- CrossRef,
- Web of Science®
10
J. Xu, L. G. Zhu, D. Fang, L. Liu, W. L. Xu, Z. C. Li, Fibers Polym. 2012, 13, 352.
11
Y. L. Liu, Z. D. Tan, S. H. Zhang, Polym. Sci. Series A 2012, 54, 48.
12
S. H. Zhang, Z. D. Tan, Chin. J. Struct. Chem. 2011, 30, 943.
- CAS,
- Web of Science® Times Cited: 1
13
I. Hamerton, B. J. Howlin, G. Kamyszek, Plos One 2012, 7, e38424.
14
V. Vapnik, “ The Nature of Statistical Learning Theory”, Springer, New York 1995.
15
X. L. Hu, D. K. Liang, J. Zeng, G. A. Lu, J. Intel. Mat. Syst. Struct. 2010, 21, 955.
- CrossRef,
- Web of Science® Times Cited: 2
16
J. F. Pei, C. Z. Cai, J. L. Tang, S. Zhao, F. Q. Yuan, J. Macromol. Sci., Part B: Phys. 2012, 51, 1437.
17
D. O. Whiteson, N. A. Naumann, Neurocomputing 2003, 55, 251.
- CrossRef,
- Web of Science® Times Cited: 10
18
C. Z. Cai, L. Y. Han, Z. L. Ji, Y. Z. Chen, Proteins 2004, 55, 66.
Direct Link:
19
C. Z. Cai, W. L. Wang, L. Z. Sun, Y. Z. Chen, Math. Biosci. 2003, 185, 111.
20
C. Z. Cai, L. Y. Han, Z. L. Ji, X. Chen, Y. Z. Chen, Nucleic Acids Res. 2003, 31, 3692.
21
C. Z. Cai, W. L. Wang, Y. Z. Chen, Int. J. Mod. Phys. C 2003, 14, 575.
22
J. N. Song, K. Burrage, BMC Bioinform. 2006, 7, 425.
23
X. L. Yu, Fibers Polym. 2010, 11, 757.
24
G. L. Wang, C. Z. Cai, J. F. Pei, X. J. Zhu, Sci. China Phys. Mech. Astron. 2011, 54, 878.
25
C. Z. Cai, J. F. Pei, Y. F. Wen, X. J. Zhu, G. L. Wang, T. T. Xiao, J. Supercond. Nov. Magn. 2010, 23, 741.
26
G. K. Yan, J. J. Li, B. R. Li, J. Hu, W. P. Guo, J. Theor. Comput. Chem. 2007, 6, 495.
27
Y. F. Wen, C. Z. Cai, X. H. Liu, J. F. Pei, X. J. Zhu, T. T. Xiao, Corros. Sci. 2009, 51, 349.
28
J. L. Tang, C. Z. Cai, S. Zhao, Mod. Phys. Lett. B 2012, 26, 1250121.
29
J. L. Tang, C. Z. Cai, T. T. Xiao, S. J. Huang, Int. J. Mod. Phys. B 2012, 26, 1250093.
30
J. L. Tang, C. Z. Cai, T. T. Xiao, S. J. Huang, Int. J. Mod. Phys. C 2012, 23, 1250055.
31
J. Kennedy, R. Eberhart, Proc. IEEE Int. Conf. Neural Networks 1995, 4, 1942.
- CrossRef
32
J. Brandrup, “ Polymer Handbook (VI)”. 4th edition, Wiley, New York 1999, 198.
33
P. J. Achorn, R. G. Ferrillo, J. Appl. Polym. Sci. 1994, 54, 2033.
Direct Link:
34
R. G. Ferrillo, P. J. Achorn, J. Appl. Polym. Sci. 1997, 64, 191.
Direct Link:
35
R. Hagen, L. Salmen, H. Lavebratt, B. Stenberg, Polym. Test. 1994, 13, 113.

View Full Article (HTML) Get PDF (232K)

JOURNAL TOOLS

JOURNAL MENU

FIND ISSUES

FIND ARTICLES

GET ACCESS

FOR CONTRIBUTORS

ABOUT THIS JOURNAL

SPECIAL FEATURES

Modeling and Predicting the Glass Transition Temperature of Polymethacrylates Based on Quantum Chemical Descriptors by Using Hybrid PSO-SVR

Macromolecular Theory and Simulations

How to Cite

Author Information

Publication History

ARTICLE TOOLS

More content like this

JOURNAL TOOLS

JOURNAL MENU

FIND ISSUES

FIND ARTICLES

GET ACCESS

FOR CONTRIBUTORS

ABOUT THIS JOURNAL

SPECIAL FEATURES

Modeling and Predicting the Glass Transition Temperature of Polymethacrylates Based on Quantum Chemical Descriptors by Using Hybrid PSO-SVR

Macromolecular Theory and Simulations

How to Cite

Author Information

Publication History

SEARCH

SEARCH BY CITATION

ARTICLE TOOLS

More content like this