摘要
In order to study the relationship between impact sensitivity(IS)and molecular structure of nitrogen-rich energetic ion- ic salts,the configuration optimization and quantum chemical parameter calculation of 21 kinds of energetic ionic salts were car- ried out at the M06-2X/6-311++G(3df,3pd)level,in which the energy of the highest occupied molecular orbital(EHOMO),the energy of the lowest unoccupied molecular orbital(ELUMO),the total dipole moment(μ),the polarizability(α),the oxygen bal- ance(OB),the Nuclear Independent Chemical Shift(NICS),the available free space(ΔV),the variance of electrostatic poten- tial value on the van der Waals molecular surface(σ2),the ionization potential(I)and the electron affinity(A)were used as de- scriptors. The quantitative structure-property relationship study(QSPR)between these descriptors and IS,with the correlation co- efficient and root-mean-square error were 0.98 and 0.11,respectively,was built by principal component analysis(PCA)com- bined with support vector machine(SVM). The QSPR was used to predict the IS of six newly designed nitrogen-rich energetic ion salts. It is found that the impact sensitivity of the three energetic ion salts (17-35 J) designed based on bis-heterocycle-substituted 1,2,3-triazole(HTANFT)is higher than that of the traditional explosive TNT(15 J),which indicates that the three energetic ion salts designed based on HTANFT are potential ideal insensitive energetic materials.
投稿的翻译标题 | Application of Support Vector Machine in Quantitative Structure-Property Relationship Study of Impact Sensitivity for Nitrogen-Rich Energetic Ionic Salts |
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源语言 | 繁体中文 |
页(从-至) | 448-456 |
页数 | 9 |
期刊 | Hanneng Cailiao/Chinese Journal of Energetic Materials |
卷 | 31 |
期 | 5 |
DOI | |
出版状态 | 已出版 - 25 5月 2023 |
关键词
- impact sensitivity(IS)
- nitrogen-rich energetic ionic salts
- principal component analysis(PCA)
- quantitative structure-property relationship(QSPR)
- support vector machine(SVM)