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Nitromethane Decomposition via Automated Reaction Discovery and an Ab Initio Corrected Kinetic Model
Jason Ford1,2, Stefan Seritan1,2, Xiaolei Zhu1,2
1Department of Chemistry and The PULSE Institute, Stanford University, Stanford, California 94305, United States.
We developed affordable kinetic models for nitromethane decomposition using accelerated simulations and accurate barrier corrections. Our models accurately predict experimental data across various conditions.
Area of Science:
- Computational Chemistry
- Chemical Kinetics
- Reaction Dynamics
Background:
- Kinetic models are crucial for understanding complex chemical processes like nitromethane decomposition.
- Accurate kinetic modeling requires detailed reaction pathways and rate parameters, often computationally expensive to obtain.
Purpose of the Study:
- To systematically construct computationally affordable kinetic models for nitromethane decomposition.
- To integrate accelerated simulations with accurate quantum chemical data for improved model fidelity.
Main Methods:
- Utilized accelerated molecular dynamics simulations with the ReaxFF reactive force field to discover reaction pathways.
- Optimized reaction paths and introduced a reaction barrier correction scheme combining ReaxFF and density functional theory (DFT) data.
- Validated the kinetic models against experimental data in various thermodynamic regimes.
Main Results:
- Developed a computationally efficient method for generating kinetic models from in silico data.
- Achieved predictions for gas-phase CO and NO concentrations and high-pressure induction times comparable to experimental results.
- Identified fundamental decomposition reactions governing nitromethane behavior under different conditions.
Conclusions:
- The proposed methodology enables the construction of accurate and affordable kinetic models for complex chemical systems.
- The validated models provide insights into the key reaction pathways of nitromethane decomposition.
- This approach offers a viable route for advancing the understanding of energetic materials and combustion processes.
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