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Published June 13, 2024 | in press
Journal Article Open

Detailed Reaction Kinetics for Hydrocarbon Fuels: The Development and Application of the ReaxFF_(CHO)-S22 Force Field for C/H/O Systems with Enhanced Accuracy

Abstract

Efficient and accurate reactive force fields (e.g., ReaxFF) are pivotal for large-scale atomistic simulations to comprehend microscopic combustion processes. ReaxFF has been extensively utilized to describe chemical reactions in condensed phases, but most existing ReaxFF models rely on quantum mechanical (QM) data nearly two decades old, particularly in hydrocarbon systems, constraining their accuracy and applicability. Addressing this gap, we introduce a reparametrized ReaxFFCHO-S22 for C/H/O systems, tailored for studying the pyrolysis and combustion of hydrocarbon fuel. Our approach involves high-level QM benchmarks and large database construction for C/H/O systems, global ReaxFF parameter optimization, and molecular dynamics simulations of typical hydrocarbon fuels. Density functional theory (DFT) computations utilized the M06-2X functional at the meta-generalized gradient approximation (meta-GGA) level with a large basis set (6-311++G**). Our new ReaxFFCHO-S22 model exhibits a minimum 10% enhancement in accuracy compared to the previous ReaxFF models for a large variety of hydrocarbon molecules. This advanced ReaxFFCHO-S22 not only enables efficient large-scale studies on the microscopic chemical reactions of more complex hydrocarbon fuel but also can extend to biofuels, energetic materials, polymers, and other pertinent systems, thus serving as a valuable tool for studying chemical reaction dynamics of the large-scale hydrocarbon condensed phase at an atomistic level.

Copyright and License

© 2024 American Chemical Society.

Acknowledgement

We thank the financial supports of the National Natural Science Foundation of China (Nos. 52373227 and 91641128) and National Key R&D Program of China (Nos. 2017YFB0701502 and 2017YFB0702901). W.A.G. III acknowledges support from the US National Science Foundation (CBET 2311117). This work was also supported by the Shanghai Technical Service Center for Advanced Ceramics Structure Design and Precision Manufacturing (No. 20DZ2294000) and Shanghai Technical Service Center of Science and Engineering Computing, Shanghai University. The authors acknowledge the Beijing Super Cloud Computing Center, Hefei Advanced Computing Center, and Shanghai University for providing HPC resources.

Contributions

Q.W.: Investigation, formal analysis, visualization, writing─original draft. Q.H.: Resources─provision of study materials. B.X.: Resources─provision of study materials. D.Z.: Resources─provision of study materials. Y.S.: Writing─review and editing. Y.L.: Conceptualization, supervision, formal analysis, writing─review and editing. W.A.G. III: Review and editing.

Data Availability

  • Averaged absolute errors of QEq charges in ReaxFFCHO-S22 relative to QM charges for CH4, C2H4, C2H5OH, and C4H10O molecules; valence bond dissociation energy, valence-angle distortion energy, and torsion angle distortion energy as functions of distances for various hydrocarbon molecules as well as key reaction energies related to hydrocarbon combustions calculated using ReaxFFCHO-S22, ReaxFFCHO-08, ReaxFFCHO-16, and QM (6-311++G**/M06-2X); ReaxFFCHO-S22 force field parameters. (PDF

 

Conflict of Interest

The authors declare no competing financial interest.

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Additional details

Created:
June 14, 2024
Modified:
June 14, 2024