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Translated title of the contribution: Application of Support Vector Machine in Quantitative Structure-Property Relationship Study of Impact Sensitivity for Nitrogen-Rich Energetic Ionic Salts

Yun Ling Zhang, Yang Bai*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Translated title of the contributionApplication of Support Vector Machine in Quantitative Structure-Property Relationship Study of Impact Sensitivity for Nitrogen-Rich Energetic Ionic Salts
Original languageChinese (Traditional)
Pages (from-to)448-456
Number of pages9
JournalHanneng Cailiao/Chinese Journal of Energetic Materials
Volume31
Issue number5
DOIs
Publication statusPublished - 25 May 2023

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