Simulation of molecular reaction kinetics of gas and coal dust mixture explosion suppression by MPP based on machine learning potential

IF 3.5 2区 化学 Q2 CHEMISTRY, ANALYTICAL Thermochimica Acta Pub Date : 2025-05-01 Epub Date: 2025-02-24 DOI:10.1016/j.tca.2025.179972
Jinzhang Jia , Dongming Wang , Dan Zhao , Yumo Wu , Xiuyuan Tian
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Abstract

It is of great significance to explore the explosion suppression mechanism of methane coal dust mixture at molecular scale. In this paper, the microscopic mechanism of melamine polyphosphate (MPP) inhibiting the explosion of methane coal dust mixture was studied by the method of reactive molecular dynamics (ReaxFF MD) based on machine learning potential (ML). The results show that MPP can effectively inhibit the chemical reaction chains •CH₃ + •OH → •CH₄O → •CH₃O →•CH₂O → •CHO → CO, •CHO + •OH → •CH₂O₂ → •CHO₂ → CO₂ and CH₄ + •OH → •CH₃ + H₂O by trapping •OH, thus reducing the generation of •CH3 and the consumption of CH4. After introducing MPP, two new reaction pathways, •OH+NH₃ →•NH₂ + H₂O and H₃PO₄ → HPO₃+H₂O, were added to the system, which promoted the formation of H2O. The existence of MPP delayed the fracture process of C–C and C = C bonds in coal molecular structure.
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基于机器学习势的气体煤尘混合物抑爆分子反应动力学模拟
在分子尺度上探索甲烷煤尘混合物的抑爆机理具有重要意义。本文采用基于机器学习势(ML)的反应分子动力学(ReaxFF MD)方法,研究了三聚氰胺聚磷酸酯(MPP)抑制甲烷煤尘混合物爆炸的微观机理。结果表明,MPP通过捕获•OH能有效抑制•CH₃+•OH→•CH₄O→•CH₃O→•CH₂O→•CHO→CO、•CHO +•OH→•CH₂O₂→•CHO₂→CO₂和CH₄+•OH→•CH₃+ H₂O等化学反应链,从而减少了•CH3的生成和CH4的消耗。引入MPP后,在体系中加入了•OH+NH₃→•NH₂+H₂O和H₃PO₄→HPO₃+H₂O两种新的反应途径,促进了H2O的生成。MPP的存在延缓了煤分子结构中C - C键和C = C键的断裂过程。
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来源期刊
Thermochimica Acta
Thermochimica Acta 化学-分析化学
CiteScore
6.50
自引率
8.60%
发文量
210
审稿时长
40 days
期刊介绍: Thermochimica Acta publishes original research contributions covering all aspects of thermoanalytical and calorimetric methods and their application to experimental chemistry, physics, biology and engineering. The journal aims to span the whole range from fundamental research to practical application. The journal focuses on the research that advances physical and analytical science of thermal phenomena. Therefore, the manuscripts are expected to provide important insights into the thermal phenomena studied or to propose significant improvements of analytical or computational techniques employed in thermal studies. Manuscripts that report the results of routine thermal measurements are not suitable for publication in Thermochimica Acta. The journal particularly welcomes papers from newly emerging areas as well as from the traditional strength areas: - New and improved instrumentation and methods - Thermal properties and behavior of materials - Kinetics of thermally stimulated processes
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