Modeling Sensitivities of Energetic Materials using the Python Language and Libraries
Assessing the value of new compounds as components of energetic materials requires the determination of a significant amount of data, including sensitivities to various stimuli. Unfortunately, the dependence of these properties on molecular structure is still poorly understood. In view of estimating...
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| Published in: | Propellants, explosives, pyrotechnics Vol. 45; no. 6; pp. 966 - 973 |
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| Language: | English |
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| Abstract | Assessing the value of new compounds as components of energetic materials requires the determination of a significant amount of data, including sensitivities to various stimuli. Unfortunately, the dependence of these properties on molecular structure is still poorly understood. In view of estimating their values for putative high energy molecules, standard quantitative structure‐property relationship (QSPR) methodologies are widely used. In doing so, a special focus is put on standard descriptors and formalisms. To foster further progress through consideration of alternative approaches, this article emphasizes how the Python language and associated libraries make it straightforward to implement arbitrary models, including schemes à la Keshavarz based on the occurrences of highly specific molecular fragments as well as the non‐linear expressions naturally arising from physics‐based approaches to sensitivities. Two previously published models are implemented for illustrative purposes. The first one is a simple fragment‐based equation for electric spark sensitivity of nitroarenes. The second one is a model for impact sensitivity of general molecular energetic materials. In each case a Python implementation is provided as supporting information and may be used as is or serve as a template to implement alternative schemes. |
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| AbstractList | Assessing the value of new compounds as components of energetic materials requires the determination of a significant amount of data, including sensitivities to various stimuli. Unfortunately, the dependence of these properties on molecular structure is still poorly understood. In view of estimating their values for putative high energy molecules, standard quantitative structure‐property relationship (QSPR) methodologies are widely used. In doing so, a special focus is put on standard descriptors and formalisms. To foster further progress through consideration of alternative approaches, this article emphasizes how the Python language and associated libraries make it straightforward to implement arbitrary models, including schemes à la Keshavarz based on the occurrences of highly specific molecular fragments as well as the non‐linear expressions naturally arising from physics‐based approaches to sensitivities. Two previously published models are implemented for illustrative purposes. The first one is a simple fragment‐based equation for electric spark sensitivity of nitroarenes. The second one is a model for impact sensitivity of general molecular energetic materials. In each case a Python implementation is provided as supporting information and may be used as is or serve as a template to implement alternative schemes. |
| Author | Mathieu, Didier |
| Author_xml | – sequence: 1 givenname: Didier surname: Mathieu fullname: Mathieu, Didier email: didier.mathieu@cea.fr organization: Le Ripault |
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| CitedBy_id | crossref_primary_10_1016_j_fpc_2025_09_005 crossref_primary_10_1002_cjoc_202100190 crossref_primary_10_1002_prep_70043 crossref_primary_10_1016_j_fuel_2021_122241 crossref_primary_10_1039_D5CP00761E |
| Cites_doi | 10.3390/molecules17054791 10.1016/j.jmgm.2008.06.003 10.1007/978-94-009-2035-4_27 10.1002/qua.25430 10.1007/s00339-002-1821-x 10.1016/j.jmgm.2015.09.001 10.1016/S0166-1280(01)00782-5 10.1021/acs.jpca.8b01743 10.1016/j.jhazmat.2009.11.030 10.1002/prep.201200128 10.1002/jcc.22885 10.1021/cr00024a005 10.1103/PhysRevB.69.104101 10.1080/00268979809482203 10.1007/s00894-009-0587-x 10.1021/jp311677s 10.22211/cejem/104389 10.1002/prep.201700144 10.1238/Physica.Topical.118a00171 10.1021/acs.iecr.7b02021 10.1186/s13321-018-0258-y 10.14233/ajchem.2013.OH58 10.1021/jp507057r 10.1007/978-3-540-87953-4_3 10.1002/prep.19790040204 10.1021/jp209730a |
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| SubjectTerms | Computer program, QSPR Electric sparks Energetic materials Explosive Libraries Molecular modeling Molecular structure Programming languages Sensitivity |
| Title | Modeling Sensitivities of Energetic Materials using the Python Language and Libraries |
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