scholarly journals A property-oriented adaptive design framework for rapid discovery of energetic molecules based on small-scale labeled datasets

RSC Advances ◽  
2021 ◽  
Vol 11 (41) ◽  
pp. 25764-25776
Author(s):  
Yunhao Xie ◽  
Yijing Liu ◽  
Renling Hu ◽  
Xu Lin ◽  
Jing Hu ◽  
...  

In this work, we construct a self-adaptive design framework to efficiently screen energetic compounds with the desired heat of formation and heat of explosion from the vast chemical space unexplored.

2004 ◽  
Vol 25 (2) ◽  
pp. 197-210 ◽  
Author(s):  
Jie Li ◽  
Jiaxin Wang ◽  
Yannan Zhao ◽  
Zehong Yang

2021 ◽  
Author(s):  
Wenxin Xia ◽  
Renfa Zhang ◽  
Xiaosong Xu ◽  
Congming Ma ◽  
Peng Ma ◽  
...  

Abstract In this study, 32 energetic compounds were designed using oxadiazoles (1,2,5-oxadiazole, 1,3,4-oxadiazole) as the parent by inserting different groups as well as changing the bridge between the parent. These compounds had high-density and excellent detonation properties. The electrostatic potentials of the designed compounds were analyzed using density functional theory (DFT). The structure, heat of formation (HOF), density, detonation performances (detonation pressure P , detonation velocity D , detonation heat Q ), and thermal stability of each compound were systematically studied based on molecular dynamics. The results showed that the -N 3 group has the greatest improvement in HOF. For the detonation performances, the directly linked, -N=N-, -NH-NH- were beneficial when used as a bridge between 1,2,5-oxadiazole and 1,3,4-oxadiazole, and it can also be found that bridge changing had little effect on the trend of detonation performance, while energetic groups changing influenced differently. The designed compounds (except for A2 , B2 , B4 ) all had higher detonation properties than TNT, A6 ( D = 9.41 km s -1 , P = 41.86 GPa, Q = 1572.251 cal g -1 ) was the highest, followed D6 had poorer performance ( D = 8.96 km s -1 , P = 37.46 GPa, Q = 1354.51 cal g -1 ).


Molecules ◽  
2020 ◽  
Vol 25 (15) ◽  
pp. 3475 ◽  
Author(s):  
Shijie Zhang ◽  
Zhenguo Gao ◽  
Di Lan ◽  
Qian Jia ◽  
Ning Liu ◽  
...  

Nitrated-pyrazole-based energetic compounds have attracted wide publicity in the field of energetic materials (EMs) due to their high heat of formation, high density, tailored thermal stability, and detonation performance. Many nitrated-pyrazole-based energetic compounds have been developed to meet the increasing demands of high power, low sensitivity, and eco-friendly environment, and they have good applications in explosives, propellants, and pyrotechnics. Continuous and growing efforts have been committed to promote the rapid development of nitrated-pyrazole-based EMs in the last decade, especially through large amounts of Chinese research. Some of the ultimate aims of nitrated-pyrazole-based materials are to develop potential candidates of castable explosives, explore novel insensitive high energy materials, search for low cost synthesis strategies, high efficiency, and green environmental protection, and further widen the applications of EMs. This review article aims to present the recent processes in the synthesis and physical and explosive performances of the nitrated-pyrazole-based Ems, including monopyrazoles with nitro, bispyrazoles with nitro, nitropyrazolo[4,3-c]pyrazoles, and their derivatives, and to comb the development trend of these compounds. This review intends to prompt fresh concepts for designing prominent high-performance nitropyrazole-based EMs.


2013 ◽  
Vol 579-580 ◽  
pp. 420-424
Author(s):  
Zhang Shi Liu

Aiming at solving the problem that the existing restoring strand operation mechanism cannot realize self-adaption to the variation of position and shape of transmission lines, a method for self-adaptive mechanism design is introduced and summarized to meliorate the mechanism. This method is effective and practical, which can be applied to most common mechanism design: first of all, analyze the structural features of the self-adaptive mechanism; secondly, establish a universal method to determine the structure type named as initial kinematic chain which contains information of the degree of freedom (DOF), the number of links and the kinematic relations between every two of them; finally, considering the features of the existing mechanism, apply the self-adaption design to realize the required mechanism by inverting the initial kinematic chain, and build models and simulations to prove that the improved mechanism does have the ability of self-adaption to the location and shape variation of transmission lines.


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