Energetic Materials Frontiers最新文献

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Machine learning-assisted quantitative prediction of thermal decomposition temperatures of energetic materials and their thermal stability analysis 含能材料热分解温度的机器学习辅助定量预测及其热稳定性分析
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2023.09.004
Zhi-xiang Zhang , Yi-lin Cao , Chao Chen , Lin-yuan Wen , Yi-ding Ma , Bo-zhou Wang , Ying-zhe Liu
{"title":"Machine learning-assisted quantitative prediction of thermal decomposition temperatures of energetic materials and their thermal stability analysis","authors":"Zhi-xiang Zhang ,&nbsp;Yi-lin Cao ,&nbsp;Chao Chen ,&nbsp;Lin-yuan Wen ,&nbsp;Yi-ding Ma ,&nbsp;Bo-zhou Wang ,&nbsp;Ying-zhe Liu","doi":"10.1016/j.enmf.2023.09.004","DOIUrl":"10.1016/j.enmf.2023.09.004","url":null,"abstract":"<div><div>In this study, machine learning (ML)-assisted regression modeling was conducted to predict the thermal decomposition temperatures and explore the factors that correlate with the thermal stability of energetic materials (EMs). The modeling was performed based on a dataset consisting of 885 various compounds using linear and nonlinear algorithms. The tree-based models established demonstrated acceptable predictive abilities, yielding a low mean absolute error (<em>MAE</em>) of 31°C. By analyzing the dataset through hierarchical classification, this study insightfully identified the factors affecting EMs’ thermal decomposition temperatures, with the overall accuracy improved through targeted modeling. The SHapley Additive exPlanations (SHAP) analysis indicated that descriptors such as BCUT2D, PEOE_VSA, MolLog_P, and TPSA played a significant role, demonstrating that the thermal decomposition process is influenced by multiple factors relating to the composition, electron distribution, chemical bond properties, and substituent type of molecules. Additionally, descriptors such as Carbon_contents and Oxygen_Balance proposed for characterizing EMs showed strong linear correlations with thermal decomposition temperatures. The trends of their SHAP values indicated that the most suitable ranges of Carbon_contents and Oxygen_Balance were 0.2∼0.35 and −65∼−55, respectively. Overall, the study shows the potential of ML models for decomposition temperature prediction of EMs and provides insights into the characteristics of molecular descriptors.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 274-282"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135348903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A density functional theory investigation of the substituent effect on acyclovir and guanine derivatives for applications on energetic materials 对阿昔洛韦和鸟嘌呤衍生物取代基效应的密度泛函理论研究,以应用于高能材料
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2024.01.002
Luciana Amorim da Silva, Gabriel Monteiro-de-Castro, Erick Braga Ferrão Galante, Itamar Borges Jr, Aline Cardoso Anastácio
{"title":"A density functional theory investigation of the substituent effect on acyclovir and guanine derivatives for applications on energetic materials","authors":"Luciana Amorim da Silva,&nbsp;Gabriel Monteiro-de-Castro,&nbsp;Erick Braga Ferrão Galante,&nbsp;Itamar Borges Jr,&nbsp;Aline Cardoso Anastácio","doi":"10.1016/j.enmf.2024.01.002","DOIUrl":"10.1016/j.enmf.2024.01.002","url":null,"abstract":"&lt;div&gt;&lt;div&gt;The main challenge in designing new energetic materials is to find a good balance between four seemingly incompatible requirements, namely, high-energy content, low sensitivity, low production costs and less-polluting content. Fused nitrogen heterocycles of imidazole and pyrimidine, such as acyclovir and guanine, may offer interesting features due to the combination of a coplanar framework and a large conjugate system, which contribute to a reduced sensitivity, and a number of energetic bonds that can be increased by the introduction of explosophore substituents. In this work, to evaluate the potential of acyclovir and guanine derivatives as energetic materials, density functional theory (DFT) calculations were carried out to investigate the influence of the type and position of the explosophore substituent groups –&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;msub&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, –&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;msub&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, –&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, –&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;msub&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, –&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;C&lt;/mi&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mo&gt;=&lt;/mo&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mtext&gt;,&lt;/mtext&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mo&gt;=&lt;/mo&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on the energetic properties and chemical reactivity of 91 acyclovir- and guanine-based molecules, including thirty one nitramines, three nitroheterocycles, seventeen azides, seventeen nitrate esters, seventeen nitriles, three azo and three azoxy compounds. Several molecular properties were computed, including the chemical reactivity, the heat of formation and the detonation velocities and pressures using semiempirical equations. Among the molecules with no bridge groups, we found that, except for cyano group, position 4 were the most stable for acyclovir derivatives, whereas, except for the azido group, position 2 and 5 provided the most stable compounds for guanine derivatives. Among the bridged derivatives, depending on the molecule and positions, the nitrate esters and the nitro derivatives were more stable. In comparison with the parent compounds, calculations showed that the heat of formation (HOF) increased the most with azido and cyano groups, the density increased substantially with nitrate esters, nitro and nitramino groups, and the detonation velocities and pressures increased the most with nitrate ester, nitro and nitramino groups. Although azo groups resulted in higher HOFs than azoxy groups, azoxy derivatives showed superior values in terms of density, heat of maximum detonation, detonation velocity and pressure. Four nitrate esters (GD134, GD245, AZOXYGD13 and AZOXYGD25) displayed higher values of detonation velocity and pressure than RDX. The designed nitramin","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 293-308"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139952275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cover Story
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/S2666-6472(24)00090-3
{"title":"Cover Story","authors":"","doi":"10.1016/S2666-6472(24)00090-3","DOIUrl":"10.1016/S2666-6472(24)00090-3","url":null,"abstract":"","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Page ii"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143298779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Anisotropic shock response in oriented omnidirectional TATB supercells based on reactive molecular dynamics simulations 基于反应分子动力学模拟的定向全向 TATB 超级胞体中的各向异性冲击响应
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2024.07.001
Guan-chen Dong , Jia-lu Guan , Ling-hua Tan , Jing Lv , Xiao-na Huang , Guang-cheng Yang
{"title":"Anisotropic shock response in oriented omnidirectional TATB supercells based on reactive molecular dynamics simulations","authors":"Guan-chen Dong ,&nbsp;Jia-lu Guan ,&nbsp;Ling-hua Tan ,&nbsp;Jing Lv ,&nbsp;Xiao-na Huang ,&nbsp;Guang-cheng Yang","doi":"10.1016/j.enmf.2024.07.001","DOIUrl":"10.1016/j.enmf.2024.07.001","url":null,"abstract":"<div><div>1,3,5-Triamino-2,4,6-trinitrobenzene (TATB) is a highly insensitive energetic material used in applications where extreme safety is required primarily. Ensuring the safe use of TATB as planned relies on research into intrinsic behavior under shock loading, which needs further investigation. Here, we study the shock response in oriented supercells of the highly anisotropic TATB based on reactive molecular dynamics simulations and multi-scale shock technique. Results demonstrate that the mechanical response primarily consists of adiabatic compression and plastic deformation. The system is more susceptible to be compressed rather than plastic deformed when shocked direction to the molecular layer at a 45° angle, resulting in the most obvious initial temperature increase. The chemical reaction pathways are similar in our simulations. Under shock loading, polymerization occurs first and then decomposition begins. However, the overall chemical kinetics response intensifies, as the angle between the shock direction and molecular layer decreases. Nonetheless, the rate of decomposition does not strictly correlate with shock direction. Moreover, clusters evolution shows different reactivity based on shock direction and velocity, which makes anisotropy weak at high shock velocity.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 318-328"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141770485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Micromechanical models and experiments for diffractive elastic constants of TATB-based polymer-bonded explosives
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2024.09.002
Hua-peng Liu , Qian-qian Wen , Wei Tang , Hong Wang , Xi-lin Yan
{"title":"Micromechanical models and experiments for diffractive elastic constants of TATB-based polymer-bonded explosives","authors":"Hua-peng Liu ,&nbsp;Qian-qian Wen ,&nbsp;Wei Tang ,&nbsp;Hong Wang ,&nbsp;Xi-lin Yan","doi":"10.1016/j.enmf.2024.09.002","DOIUrl":"10.1016/j.enmf.2024.09.002","url":null,"abstract":"<div><div>TATB-based polymer-bonded explosives (PBXs) exhibit intricate internal stress distributions due to crystal anisotropy. When diffraction techniques are employed to measure these internal residual stresses, it is critical to identify the discrepancy between the diffraction elastic constants (DEC) of particular crystal planes of a TATB-based PBX and the macroscopic elastic constant of the PBX. This study introduced various micromechanical models to describe the mechanical behavior of TATB-based PBXs, as well as assessing their accuracy in predicting the elastic properties of the PBXs and calculating the DECs of different crystal planes. Using in situ tensile experiments, this study obtained accurate DECs of the <span><math><mrow><mn>06</mn><mover><mn>2</mn><mo>‾</mo></mover></mrow></math></span> crystal plane of TATB-based PBXs and revised the residual stress measurements of the PBXs. The comparison between experimental results indicates that the two-phase and double-inclusion micromechanical models proposed in this study exhibit higher precision in predicting both the quasi-static mechanical properties of the PBXs and the DECs of the <span><math><mrow><mn>06</mn><mover><mn>2</mn><mo>‾</mo></mover></mrow></math></span> crystal plane. Furthermore, the DECs of the PBXs with high volume fractions of TATB are close to those of pure TATB crystals. Based on the established double-inclusion model, it can be inferred that the DECs of different crystal planes vary as a function of the TATB volume fraction. This study lays the foundation for profound analyses of the mechanical characteristics of TATB-based PBXs using diffraction techniques.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 343-352"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143230256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Shock reaction model for impact energy release behavior of Al/PTFE reactive material
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2024.09.004
Bao-yue Guo , Ke-rong Ren , Xia-yin Ma , Gan Li , Cai-min Huang , Zhi-bin Li , Rong Chen
{"title":"Shock reaction model for impact energy release behavior of Al/PTFE reactive material","authors":"Bao-yue Guo ,&nbsp;Ke-rong Ren ,&nbsp;Xia-yin Ma ,&nbsp;Gan Li ,&nbsp;Cai-min Huang ,&nbsp;Zhi-bin Li ,&nbsp;Rong Chen","doi":"10.1016/j.enmf.2024.09.004","DOIUrl":"10.1016/j.enmf.2024.09.004","url":null,"abstract":"<div><div>Metal/polymer reactive materials are inert under normal temperature and pressure conditions and possess a certain level of structural strength, allowing them to be fabricated into components such as fragments. However, under strong impact, they can undergo intense reactions and release a large amount of chemical energy. Al/PTFE is one of the most typical metal/polymer reactive materials. When reactive materials are used to make warhead fragments, they can deliver a significant amount of chemical energy to the target in addition to the kinetic energy damage. When used as the core of a PELE (Penetrator with Enhanced Lateral Efficiency) projectile, reactive materials can enhance the fragmentation of the projectile shell after penetrating the target, causing both physical and chemical damage. The reaction mechanism of these materials is complex, and it is difficult to directly monitor the chemical reaction process. The shock energy release process of reactive materials is different from the shock detonation process of traditional high explosives. Therefore, the existing reaction models describing the shock detonation process of explosives are not applicable to describe reactive substances. Consequently, understanding and describing the shock reaction characteristics of reactive materials on a macroscopic scale is crucial for promoting their engineering applications. Based on the plate impact experiments and thermal analysis of typical Al/PTFE reactive materials (with a mass ratio of Al to PTFE of 26.5:73.5), this paper proposes a phenomenological shock reaction model. The shock reaction model can describe the chemical reaction behavior of materials during shock compression. The mathematical expressions, programming implementation principles, and methods for obtaining model parameters of the shock reaction model are elaborated. At the same time, the shock reaction model is embedded into the material library of the LS-DYNA nonlinear dynamic simulation software as a secondary development. Numerical simulations of the behavior of Al/PTFE reactive materials in several typical applications are carried out. The results show that the shock reaction model can well describe the mechanical-thermal-chemical coupling behavior of Al/PTFE reactive materials under shock compression. This is of great significance for accelerating the engineering application of reactive materials in military fields such as weapon damage.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 329-342"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143230257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying the determining factors of detonation properties for linear nitroaliphatics with high-throughput computation and machine learning 用高通量计算和机器学习方法确定线性硝基脂肪族爆轰特性的决定因素
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2023.05.002
Wen Qian , Jing Huang , Shi-tai Guo , Bo-wen Duan , Wei-yu Xie , Jian Liu , Chao-yang Zhang
{"title":"Identifying the determining factors of detonation properties for linear nitroaliphatics with high-throughput computation and machine learning","authors":"Wen Qian ,&nbsp;Jing Huang ,&nbsp;Shi-tai Guo ,&nbsp;Bo-wen Duan ,&nbsp;Wei-yu Xie ,&nbsp;Jian Liu ,&nbsp;Chao-yang Zhang","doi":"10.1016/j.enmf.2023.05.002","DOIUrl":"10.1016/j.enmf.2023.05.002","url":null,"abstract":"<div><div>In this work, a high-throughput computation (HTC) and machine learning (ML) combined method was applied to identify the determining factors of the detonation velocity (<span><math><mrow><msub><mi>v</mi><mi>d</mi></msub></mrow></math></span>) and detonation pressure (<span><math><mrow><msub><mi>p</mi><mi>d</mi></msub></mrow></math></span>) of energetic molecules and screen potential high-energy molecules with acceptable stability in a high-throughput way. The HTC was performed based on 1725 sample molecules abstracted from a dataset of over 10<sup>6</sup> linear nitroaliphatics with 1- to 6-membered C backbones and three types of substituents, namely single nitro group (-NO<sub>2</sub>), nitroamine (-NNO<sub>2</sub>), and nitrate ester (-ONO<sub>2</sub>). ML models were established based on the HTC results to screen high-energy molecules and to identify the determining factors of <span><math><mrow><msub><mi>v</mi><mi>d</mi></msub></mrow></math></span> and <span><math><mrow><msub><mi>p</mi><mi>d</mi></msub></mrow></math></span>. Compared with quantum chemistry calculation results, the absolute relative errors of <span><math><mrow><msub><mi>v</mi><mi>d</mi></msub></mrow></math></span> and <span><math><mrow><msub><mi>p</mi><mi>d</mi></msub></mrow></math></span> obtained using the ML models were less than 3.63% and 5%, respectively. Furthermore, eight molecules with high energy and acceptable stability were selected as potential candidates. This study shows the high efficiency of the combination of HTC and ML in high-throughput screening.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 283-292"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43681792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Graphical Abstract
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/S2666-6472(24)00091-5
{"title":"Graphical Abstract","authors":"","doi":"10.1016/S2666-6472(24)00091-5","DOIUrl":"10.1016/S2666-6472(24)00091-5","url":null,"abstract":"","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages iii-v"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143353888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EM Database v1.0: A benchmark informatics platform for data-driven discovery of energetic materials EM数据库v1.0:用于数据驱动的高能材料发现的基准信息学平台
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2023.09.002
Xin Huang , Wen Qian , Jian Liu , Jun-hong Zhou , Chao-yang Zhang
{"title":"EM Database v1.0: A benchmark informatics platform for data-driven discovery of energetic materials","authors":"Xin Huang ,&nbsp;Wen Qian ,&nbsp;Jian Liu ,&nbsp;Jun-hong Zhou ,&nbsp;Chao-yang Zhang","doi":"10.1016/j.enmf.2023.09.002","DOIUrl":"10.1016/j.enmf.2023.09.002","url":null,"abstract":"<div><div>Large-scale data demonstrates great significance for the discovery of novel energetic materials (EMs). However, the open-source databases of EMs are not readily available. In pursuit of high-performance EMs before synthetic attempts in the laboratory, the theoretically predicted properties and experimental results that can be easily accessed are desired. Herein, a benchmark informatics platform of EMs, namely EM Database, has been developed for the purpose of data storage and sharing. EM Database v1.0 currently contains the properties of approximately 100000 unique compounds obtained through quantum chemistry (QC) calculations and the experimental results of about 10000 unique compounds extracted from literature. The QC data in the database were extracted via ground-state density functional calculations using the B3LYP/6-31G(d,p) method. These data include geometrical conformation, electronic structures, and predicted properties (i.e., crystal density, enthalpy of sublimation, molar heat of formation, detonation pressure, detonation velocity, detonation heat, and detonation volume) obtained using models of quantitative structure-property relationships. The experimental data were manually collected from literature and were then doubly curated by our project team members. These data include the physicochemical, thermal, combustion, detonation, spectra, and sensitivity properties. In this paper, we also discuss the techniques for constructing the EM Database and present the fundamental features of the database. The EM Database is expected to serve as an effective benchmark informatics platform for forthcoming research on EMs.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 267-273"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135889387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of the crystallinity of fluoropolymer binders components in polymer-bonded explosives on shock Hugoniots: A computational study 聚合物粘结炸药中含氟聚合物粘结剂成分的结晶度对冲击休格诺茨的影响:计算研究
IF 3.3
Energetic Materials Frontiers Pub Date : 2024-12-01 DOI: 10.1016/j.enmf.2024.03.001
Wen-yu Zhou , Hua-rong Li , Yong Han , Liu Liu , Hong Yang , Yang Zhou
{"title":"Effects of the crystallinity of fluoropolymer binders components in polymer-bonded explosives on shock Hugoniots: A computational study","authors":"Wen-yu Zhou ,&nbsp;Hua-rong Li ,&nbsp;Yong Han ,&nbsp;Liu Liu ,&nbsp;Hong Yang ,&nbsp;Yang Zhou","doi":"10.1016/j.enmf.2024.03.001","DOIUrl":"10.1016/j.enmf.2024.03.001","url":null,"abstract":"<div><div>Fluoropolymers play a crucial role as binders in polymer-bonded explosive (PBX) formulations. However, there is a lack of clear understanding of the effects of increased fluoropolymer crystallinity on the shock response of PBXs in the service environment. This study investigated the shock Hugoniots of two widely applied fluoropolymer binders: (1) F2314 from China—a copolymer with a molar ratio of vinylidene fluoride (VDF) to chlorotrifluoroethylene (CTFE) of 1:4 and (2) F2313 from the United States, also known as Kel F-800, with a VDF to CTFE molar ratio of 1:3. The Hugoniot curves of both fluoropolymers were calculated based on equilibrium molecular dynamics (MD) and a mixing rule. Furthermore, the corresponding <em>P</em>–<em>V</em> curves were obtained through fitting using the Tait equation of state (EOS). Their calculated parameters, including zero-pressure bulk modulus (<em>κ</em><sub>o</sub>) and sound velocity (<em>c</em><sub>o</sub>), agreed well with experimental data. The results reveal that the Hugoniots of amorphous F2314 and F2313 exhibited negligible differences. However, increasing crystallinity significantly impacted the Hugoniot curves of both fluoropolymers, especially for F2314 with high crystallinity. The obtained macroscopic characteristic parameters, namely <em>κ</em><sub>o</sub> and <em>c</em><sub>o</sub>, exhibited an exponential dependence on crystallinity. Physically, this phenomenon can be attributed to a reduction in the compressible free volume of the fluoropolymers due to a more orderly chain arrangement. Additionally, under the same compression ratio, the shock temperature of the fluoropolymers increased with the crystallinity, posing potential safety risks to explosives. These findings establish a correlation between the crystallinity of fluoropolymers and the shock properties of PBXs, providing a theoretical reference for the formulation design of fluoropolymer-based PBXs.</div></div>","PeriodicalId":34595,"journal":{"name":"Energetic Materials Frontiers","volume":"5 4","pages":"Pages 309-317"},"PeriodicalIF":3.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128400","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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