Citation: SHI Jing-Jie, CHEN Li-Ping, CHEN Wang-Hua. QSPR Models of Compound Viscosity Based on Iterative Self-Organizing Data Analysis Technique and Ant Colony Al rithm[J]. Acta Physico-Chimica Sinica, ;2014, 30(5): 803-810. doi: 10.3866/PKU.WHXB201403181 shu

QSPR Models of Compound Viscosity Based on Iterative Self-Organizing Data Analysis Technique and Ant Colony Al rithm

1.
Department of Safety Engineering, School of Chemical Engineering, Nanjing University of Science & Technology, Nanjing 210094, P. R. China

Received Date: 13 January 2014
Available Online: 18 March 2014

The aim of this study was to construct a quantitative structure-property relationship model to identify relationships between the molecular structures and viscosities of 310 compounds, as well as specific structural factors that could affect the viscosities of the compounds. Using an iterative self-organizing data analysis technique, the sample set was preliminarily classified into two sets, including a training set and a test set. The molecular structure descriptors of 310 compounds were calculated using version 2.1 of the Dra n software and subsequently sifted using an ant colony al rithm (ACO), which resulted in the selection of five parameters. Multiple linear regression (MLR) and the support vector machine (SVM) techniques were then used to establish ACO-MLR and ACO-SVMmodels, respectively. The results showed that the performance of the non-linear ACOSVMmodel (correlation coefficient R_train²=0.9013, R_test²=0.9026) was superior to the linearACO-MLRmodel (R_train²=0.7680, R_test²=0.8725). The correlation coefficients between the experimental and predicted values of the ACOMLR and ACO-SVM models for the test set were 0.934 and 0.950, respectively. The predictive properties of the two models were therefore determined to be satisfying. The application domain of the model was also studied using a Williams graph, which demonstrated that the models established in this study provide effective methods for predicting the viscosities of specific compounds based on their molecular structure.
- Viscosity,
- ISODATA,
- Ant colony al rithm,
- Multiple linear regression,
- Support vector machine
1. [1]
  
  (1) Baronavski, A. P.; McDonald, J. R. J. Chem. Phys. 1977, 66, 3300. doi: 10.1063/1.434306
2. [2]
  (2) McKellar, A. The Journal of the Royal Astronomical Society of Canada 1960, 54, 97.
3. [3]
  (3) Brault, J.W.; Delbouille, L.; Grevesse, N.; Roland, G.; Sauval, A. J.; Testerman, L. Astron. Astrophys.1982, 108, 201.
4. [4]
  (4) A'Hearn, M. F.; Millis, R. C.; Schleicher, D. O.; Osip, D. J.; Birch, P. V. Icarus 1995, 118, 223. doi: 10.1006/icar.1995.1190
5. [5]
  (5) Bakker, E. J.; van-Dishoeck, E. F.; Waters, L. B. F. M.; Schoenmaker, T. Astron. Astrophys. 1997, 323, 469.
6. [6]
  (6) Cecchi-Pestellini, C.; Dalgarno, A. Mon. Not. Roy. Astron. Soc. 2002, 331, L31.
7. [7]
  (7) Oka, T.; Thorburn, J. A.; McCall, B. J.; Friedman, S. D.; Hobbs, L. M.; Sonnentrucker, P.; Welty, D. E.; York, D. G. Astrophys. J. 2003, 582, 823. doi: 10.1086/apj.2003.582.issue-2
8. [8]
  (8) Rennick, C. J.; Smith, J. A.; Ashfold, M. N. R.; Orr-Ewing, A. J. Chem. Phys. Lett. 2004, 383, 518. doi: 10.1016/j.cplett.2003.11.089
9. [9]
  (9) rdillo-Vazquez, F. J.; Albella, J. M. J. Appl. Phys. 2003, 94, 6085. doi: 10.1063/1.1617362
10. [10]
  (10) Chernicharo, J.; Guelin, M.; Hein, H.; Kahane, C. Astron. Astrophys. 1987, 181, L9.
11. [11]
  (11) Saito, S.; Kawaguchi, K.; Yamamoto, S.; Ohishi, M.; Suzuki, H.; Kaifu, N. Astrophys. J. 1987, 317, L115.
12. [12]
  (12) Millar, T. J.; Herbst, E. Astron. Astrophys. 1990, 231, 466.
13. [13]
  (13) Petrie, S. Mon. Not. Roy. Astron. Soc. 1996, 281, 666. doi: 10.1093/mnras/281.2.666
14. [14]
  (14) Velusamy, T.; Kuiper, T. B. H.; Langer, W. D. Astrophys. J. 1995, 451, L75.
15. [15]
  (15) Markwick, A. J.; Millar, T. J.; Charnley, S. B. Astrophys. J. 2000, 535, 256. doi: 10.1086/apj.2000.535.issue-1
16. [16]
  (16) Hausmann, M.; Homann, B. K. H. Bunsen-Ges. Phys. Chem. 1990, 94, 1308.
17. [17]
  (17) Harris, S. J.; Shin, H. S.; odwin, D. G. Appl. Phys. Lett. 1995, 66, 891. doi: 10.1063/1.113422
18. [18]
  (18) Jones, J. M.; Harding, A.W.; Brown, S. D.; Thomas, K. M. Carbon 1995, 33, 833. doi: 10.1016/0008-6223(94)00183-Z
19. [19]
  (19) Schofield, K. Combust. Flame 2001, 124, 137. doi: 10.1016/S0010-2180(00)00189-9
20. [20]
  (20) Donnelly, V. M.; Pasternack, L. Chem. Phys. 1979, 39, 427. doi: 10.1016/0301-0104(79)80160-3
21. [21]
  (21) Pasternack, L.; McDonald, J. R. Chem. Phys. 1979, 43, 173. doi: 10.1016/0301-0104(79)85185-X
22. [22]
  (22) Reisler, H.; Mangir, M.; Wittig, C. J. Chem. Phys. 1979, 71, 2109. doi: 10.1063/1.438583
23. [23]
  (23) Reisler, H.; Mangir, M. S.; Wittig, C. J. Chem. Phys. 1980, 73, 2280. doi: 10.1063/1.440377
24. [24]
  (24) Pasternack, L.; Baronavski, A. P.; McDonald, J. R. J. Chem. Phys. 1980, 73, 3508. doi: 10.1063/1.440508
25. [25]
  (25) Pasternack, L.; Pitts, W. M.; McDonald, J. R. Chem. Phys. 1981, 57, 19. doi: 10.1016/0301-0104(81)80017-1
26. [26]
  (26) Pitts, W. M.; Pasternack, L.; McDonald, J. R. Chem. Phys. 1982, 68, 417. doi: 10.1016/0301-0104(82)87050-X
27. [27]
  (27) Kruse, T.; Roth, P. Int. J. Chem. Kin. 1999, 31, 11.
28. [28]
  (28) Becker, K. H.; Donner, B.; Dinis, C. M. F.; Geiger, H.; Schmidt, F.; Wiesen, P. Z. Phys. Chem. 2000, 214, 503.
29. [29]
  (29) Fontijn, A.; Fernandez, A.; Ristanovic, A.; Randall, M. Y.; Jankowiak, J. T. J. Phys. Chem. A 2001, 105, 3182.
30. [30]
  (30) Ristanovic, A.; Fernandez, A.; Fontijn, A. J. Phys. Chem. A 2002, 106, 8291. doi: 10.1021/jp014553n
31. [31]
  (31) Huang, C. S.; Zhu, Z. Q.; Xin, Y.; Pei, L. S.; Chen, C. X.; Chen, Y. J. Chem. Phys. 2004, 120, 2225. doi: 10.1063/1.1636692
32. [32]
  (32) Huang, C. S.; Zhao, D. F.; Pei, L. S.; Chen, C. X.; Chen, Y. Chem. Phys. Lett. 2004, 389, 230. doi: 10.1016/j.cplett.2004.03.080
33. [33]
  (33) Huang, C. S.; Li, Z. X.; Zhao, D. F.; Xin, Y.; Pei, L. S.; Chen, C. X.; Chen, Y. Chin. Sci. Bull. 2004, 49, 438.
34. [34]
  (34) Huang, C. S.; Zhu, Z. Q.; Wang, H. L.; Pei, L. S.; Chen, Y. J. Phys. Chem. A 2005, 109, 3921.
35. [35]
  (35) Daugey, N.; Caubet, P.; Bergeat, A.; Costes, M.; Hickson, K. M. Phys. Chem. Chem. Phys. 2008, 10, 729.
36. [36]
  (36) Páramo, A.; Canosa, A.; Le Picard, S. D.; Sims, I. R. J. Phys. Chem. A 2006, 110, 3121. doi: 10.1021/jp0544787
37. [37]
  (37) Páramo, A.; Canosa, A.; Le Picard, S. D.; Sims, I. R. J. Phys. Chem. A 2008, 112, 9591. doi: 10.1021/jp8025336
38. [38]
  (38) Hu, R. Z.; Zhang, Q.; Chen, Y. J. Chem. Phys. 2010, 132, 164312. doi: 10.1063/1.3400070
39. [39]
  (39) Hu, R. Z.; Zhang, Q.; Chen, Y. J. Chem. Phys. 2010, 133, 114306. doi: 10.1063/1.3480395
40. [40]
  (40) Hu, R. Z.; Zhang, Q.; Chen, Y. Acta Phys. -Chim. Sin. 2010, 26, 2619. [胡仁志, 张群, 陈旸. 物理化学学报, 2010, 26, 2619.] doi: 10.3866/PKU.WHXB20100938
41. [41]
  (41) Matsugi, A.; Kohsuke, S.; Miyoshi, A. J. Phys. Chem. A 2010, 114, 4580. doi: 10.1021/jp1012494
42. [42]
  (42) Li, N.; Huo, R. P.; Zhang, X.; Huang, X. R.; Li, J. L.; Sun, C. C. Chem. Phys. Lett. 2011, 503, 210. doi: 10.1016/j.cplett.2011.01.029
43. [43]
  (43) Kolbanovskii, Y. A.; Borisov, Y. A. Mendeleev Commun. 2011, 21, 305. doi: 10.1016/j.mencom.2011.11.003
44. [44]
  (44) Huo, R. P.; Zhang, X.; Huang, X. R.; Li, J. L.; Sun, C. C. Mol. Phys. 2012, 110, 2205. doi: 10.1080/00268976.2012.668969
45. [45]
  (45) Dangi, B. B.; Maity, S.; Kaiser, R. I.; Mebel, A. M. J. Phys. Chem. A 2013, 117, 11783. doi: 10.1021/jp402700j
46. [46]
  (46) Hu, R. Z.; Xie, P. H.; Zhang, Q.; Si, F. Q.; Chen, Y. Acta Phys. -Chim. Sin. 2013, 29, 683. [胡仁志, 谢品华, 张群, 司福祺, 陈旸. 物理化学学报, 2013, 29, 683.] doi: 10.3866/PKU.WHXB201302046
47. [47]
  (47) Huo, R. P.; Zhang, X.; Huang, X. R.; Li, J. L.; Sun, C. C. J. Mol. Model. 2013, 19, 1009. doi: 10.1007/s00894-012-1616-8
48. [48]
  (48) Yang, X. L.; Xu, G.; Chen, Y.; Chen, C. X. Acta Chim. Sin. 2006, 64, 47. [杨学良, 徐刚, 陈旸, 陈从香. 化学学报, 2006, 64, 47.]
49. [49]
  (49) Herzberg, G. Molecular Spectra and Molecular Structure I. Spectra of Diatomic Molecules. Van Nostrand: Princeton, 1950.
50. [50]
  (50) Wang, J. H.; Han, K. L.; He, G. Z.; Li, Z. J. Chem. Phys. Lett. 2003, 368, 139. doi: 10.1016/S0009-2614(02)01810-9
51. [51]
  (51) Leu, M. T.; Smith, R. H. J. Phys. Chem. 1982, 86, 73. doi: 10.1021/j100390a015
52. [52]
  (52) Lin, Y. L.; Wang, N. S.; Lee, Y. P. Int. J. Chem. Kinet. 1985, 17, 1201.
53. [53]
  (53) Lafage, C.; Pauwels, J. F.; Carlier, M.; Devolder, P. J. Chem. Soc. Faraday Trans. 2 1987, 83, 731. doi: 10.1039/f29878300731
54. [54]
  (54) Wilson, C.; Hirst, D. M. J. Chem. Soc. Faraday Trans. 1994, 90, 3051. doi: 10.1039/ft9949003051
55. [55]
  (55) Swinnen, S.; Elsamra, R. M. I.; Nguyen, V. S.; Peeters, J.; Carl, S. A.; Nguyen, M. T. Chem. Phys. Lett. 2011, 513, 201. doi: 10.1016/j.cplett.2011.07.098
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