Citation: GOLMOHAMMADI Hassan, DASHTBOZORGI Zahra, KHOOSHECHIN Sajad. Developing a Support Vector Machine Based QSPR Model to PredictGas-to-Benzene Solvation Enthalpy of Organic Compounds[J]. Acta Physico-Chimica Sinica, ;2017, 33(5): 918-926. doi: 10.3866/PKU.WHXB201701163 shu

Developing a Support Vector Machine Based QSPR Model to PredictGas-to-Benzene Solvation Enthalpy of Organic Compounds

1.
Young Researchers and Elite Club, Yadegar-e-Imam Khomeini (RAH) Shahr-e-Rey Branch, Islamic Azad University, Tehran, Iran;
2.
Young Researchers and Elite Club, Central Tehran Branch, Islamic Azad University, Tehran, Iran

Received Date: 13 December 2016
Revised Date: 16 January 2017

The purpose of this paper is to present a novel way to building quantitative structure-propertyrelationship (QSPR) models for predicting the gas-to-benzene solvation enthalpy (ΔH_Solv) of 158 organiccompounds based on molecular descriptors calculated from the structure alone. Different kinds of descriptorswere calculated for each compounds using dragon package. The variable selection technique of enhancedreplacement method (ERM) was employed to select optimal subset of descriptors. Our investigation revealsthat the dependence of physico-chemical properties on solvation enthalpy is a nonlinear observable fact andthat ERM method is unable to model the solvation enthalpy accurately. The standard error value of predictionset for support vector machine (SVM) is 1.681 kJ·mol^-1 while it is 4.624 kJ·mol^-1 for ERM. The resultsestablished that the calculated ΔH_Solv values by SVM were in good agreement with the experimental ones, andthe performances of the SVM models were superior to those obtained by ERM one. This indicates that SVMcan be used as an alternative modeling tool for QSPR studies.
1. [1]
2. [2]
3. [3]
4. [4]
5. [5]
6. [6]
7. [7]
8. [8]
9. [9]
10. [10]
11. [11]
12. [12]
13. [13]
14. [14]
15. [15]
16. [16]
17. [17]
18. [18]
19. [19]
20. [20]
21. [21]
22. [22]
23. [23]
24. [24]
25. [25]
26. [26]
27. [27]
28. [28]
29. [29]
30. [30]
31. [31]
32. [32]
33. [33]
34. [34]
35. [35]
36. [36]
37. [37]
38. [38]
39. [39]
40. [40]
41. [41]
42. [42]
43. [43]
44. [44]
45. [45]
46. [46]
47. [47]
48. [48]
49. [49]
50. [50]
51. [51]
52. [52]
1. [1]
  Haoyang Wang , Ronghao Zhang , Yanlun Ren , Li Zhang . A convenient method for measuring gas-liquid volumetric mass transfer coefficient in micro reactors. Chinese Chemical Letters, 2024, 35(4): 108833-. doi: 10.1016/j.cclet.2023.108833
2. [2]
  Yu Deng , Yan Liu , Yonghui Deng , Jinsheng Cheng , Yidong Zou , Wei Luo . In situ sulfur-doped mesoporous tungsten oxides for gas sensing toward benzene series. Chinese Chemical Letters, 2024, 35(7): 108898-. doi: 10.1016/j.cclet.2023.108898
3. [3]
  Peng Zhou , Ziang Jiang , Yang Li , Peng Xiao , Feixiang Wu . Sulphur-template method for facile manufacturing porous silicon electrodes with enhanced electrochemical performance. Chinese Chemical Letters, 2024, 35(8): 109467-. doi: 10.1016/j.cclet.2023.109467
4. [4]
  Yihong Li , Zhong Qiu , Lei Huang , Shenghui Shen , Ping Liu , Haomiao Zhang , Feng Cao , Xinping He , Jun Zhang , Yang Xia , Xinqi Liang , Chen Wang , Wangjun Wan , Yongqi Zhang , Minghua Chen , Wenkui Zhang , Hui Huang , Yongping Gan , Xinhui Xia . Plasma enhanced reduction method for synthesis of reduced graphene oxide fiber/Si anode with improved performance. Chinese Chemical Letters, 2024, 35(11): 109510-. doi: 10.1016/j.cclet.2024.109510
5. [5]
  Jie Ma , Jianxiang Wang , Jianhua Yuan , Xiao Liu , Yun Yang , Fei Yu . The regulating strategy of hierarchical structure and acidity in zeolites and application of gas adsorption: A review. Chinese Chemical Letters, 2024, 35(11): 109693-. doi: 10.1016/j.cclet.2024.109693
6. [6]
  Hao Cai , Xiaoyan Wu , Lei Jiang , Feng Yu , Yuxiang Yang , Yan Li , Xian Zhang , Jian Liu , Zijian Li , Hong Bi . Lysosome-targeted carbon dots with a light-controlled nitric oxide releasing property for enhanced photodynamic therapy. Chinese Chemical Letters, 2024, 35(4): 108946-. doi: 10.1016/j.cclet.2023.108946
7. [7]
  Ziyi Liu , Xunying Liu , Lubing Qin , Haozheng Chen , Ruikai Li , Zhenghua Tang . Alkynyl ligand for preparing atomically precise metal nanoclusters: Structure enrichment, property regulation, and functionality enhancement. Chinese Journal of Structural Chemistry, 2024, 43(11): 100405-100405. doi: 10.1016/j.cjsc.2024.100405
8. [8]
  Xiaoling WANG , Hongwu ZHANG , Daofu LIU . Synthesis, structure, and magnetic property of a cobalt(Ⅱ) complex based on pyridyl-substituted imino nitroxide radical. Chinese Journal of Inorganic Chemistry, 2025, 41(2): 407-412. doi: 10.11862/CJIC.20240214
9. [9]
  Xi Tang , Chunlei Zhu , Yulu Yang , Shihan Qi , Mengqiu Cai , Abdullah N. Alodhayb , Jianmin Ma . Additive regulating Li⁺ solvation structure to construct dual LiF−rich electrode electrolyte interphases for sustaining 4.6 V Li||LiCoO₂ batteries. Chinese Chemical Letters, 2024, 35(12): 110014-. doi: 10.1016/j.cclet.2024.110014
10. [10]
  Yue Ren , Kang Li , Yi-Zi Wang , Shao-Peng Zhao , Shu-Min Pan , Haojie Fu , Mengfan Jing , Yaming Wang , Fengyuan Yang , Chuntai Liu . Swelling and erosion assisted sustained release of tea polyphenol from antibacterial ultrahigh molecular weight polyethylene for joint replacement. Chinese Chemical Letters, 2025, 36(2): 110468-. doi: 10.1016/j.cclet.2024.110468
11. [11]
  Shiqi Peng , Yongfang Rao , Tan Li , Yufei Zhang , Jun-ji Cao , Shuncheng Lee , Yu Huang . Regulating the electronic structure of Ir single atoms by ZrO₂ nanoparticles for enhanced catalytic oxidation of formaldehyde at room temperature. Chinese Chemical Letters, 2024, 35(7): 109219-. doi: 10.1016/j.cclet.2023.109219
12. [12]
  Zhiwei Zhong , Yanbin Huang , Wantai Yang . A simple photochemical method for surface fluorination using perfluoroketones. Chinese Chemical Letters, 2024, 35(5): 109339-. doi: 10.1016/j.cclet.2023.109339
13. [13]
  Wenhao Chen , Muxuan Wu , Han Chen , Lue Mo , Yirong Zhu . Cu₂Se@C thin film with three-dimensional braided structure as a cathode material for enhanced Cu²⁺ storage. Chinese Chemical Letters, 2024, 35(5): 108698-. doi: 10.1016/j.cclet.2023.108698
14. [14]
  Luyan Shi , Ke Zhu , Yuting Yang , Qinrui Liang , Qimin Peng , Shuqing Zhou , Tayirjan Taylor Isimjan , Xiulin Yang . Phytic acid-derivative Co₂B-CoPO_x coralloidal structure with delicate boron vacancy for enhanced hydrogen generation from sodium borohydride. Chinese Chemical Letters, 2024, 35(4): 109222-. doi: 10.1016/j.cclet.2023.109222
15. [15]
  Zixing Xu , Ruiying Chen , Chuanming Hao , Qionghong Xie , Chunhui Deng , Nianrong Sun . Peptidome data-driven comprehensive individualized monitoring of membranous nephropathy with machine learning. Chinese Chemical Letters, 2024, 35(5): 108975-. doi: 10.1016/j.cclet.2023.108975
16. [16]
  Yiwen Lin , Yijie Chen , Chunhui Deng , Nianrong Sun . Integration of resol/block-copolymer carbonization and machine learning: A convenient approach for precise monitoring of glycan-associated disorders. Chinese Chemical Letters, 2024, 35(12): 109813-. doi: 10.1016/j.cclet.2024.109813
17. [17]
  Haiming Wu , Gaya N. Andrew , Rajini Anumula , Zhixun Luo . Corrigendum to 'How ligand coordination and superatomic-states accommodate the structure and property of a metal cluster: Cu₄ (dppy)₄ Cl₂ vs. Cu₂₁ (dppy)₁₀ with altered photoluminescence' [Chin. Chem. Lett. 35 (2024) 108340]. Chinese Chemical Letters, 2024, 35(12): 109912-. doi: 10.1016/j.cclet.2024.109912
18. [18]
  Caihong Mao , Yanfeng He , Xiaohan Wang , Yan Cai , Xiaobo Hu . Synthesis and molecular recognition characteristics of a tetrapodal benzene cage. Chinese Chemical Letters, 2024, 35(8): 109362-. doi: 10.1016/j.cclet.2023.109362
19. [19]
  Jinli Chen , Shouquan Feng , Tianqi Yu , Yongjin Zou , Huan Wen , Shibin Yin . Modulating Metal-Support Interaction Between Pt3Ni and Unsaturated WOx to Selectively Regulate the ORR Performance. Chinese Journal of Structural Chemistry, 2023, 42(10): 100168-100168. doi: 10.1016/j.cjsc.2023.100168
20. [20]
  Dong Sui , Jiayi Liu . Constriction-susceptible lithium support for fast cycling of solid-state lithium metal battery. Chinese Chemical Letters, 2025, 36(2): 110417-. doi: 10.1016/j.cclet.2024.110417

Get Citation

PDF

XML

Metrics

PDF Downloads(2)
Abstract views(376)
HTML views(34)

通讯作者: 陈斌, bchen63@163.com

1.
沈阳化工大学材料科学与工程学院沈阳 110142