RMG
RMG generates detailed chemical kinetic models to predict and analyze reaction networks in gas-phase, liquid-phase, and heterogeneous catalysis systems using thermochemical and kinetic data.
Key Features:
- Automatic Model Generation: Automates creation of detailed kinetic models by leveraging a comprehensive database of thermochemical and kinetic parameters.
- Compatibility with Python 3: RMG v3.0 is compatible with Python 3 to enable integration with contemporary cheminformatics and machine learning packages.
- Heterogeneous Catalysis Support: Extends modeling capabilities beyond gas- and liquid-phase systems to include heterogeneous catalysis models.
- Uncertainty and Sensitivity Analysis: Implements local and global uncertainty analysis alongside traditional first-order sensitivity analyses.
- Extensive Thermochemistry and Kinetics Database: Provides a significantly expanded database covering a wider variety of chemical species and reactions.
- Parallelization and On-the-fly Quantum Calculations: Supports parallel processing during reaction generation and incorporates on-the-fly quantum calculations.
- Molecule Isomorphism Optimization: Uses a novel molecule isomorphism approach to improve computational performance for large chemical systems.
Scientific Applications:
- Combustion science: Generation and analysis of large kinetic mechanisms for combustion reaction networks.
- Atmospheric chemistry: Construction of reaction models for atmospheric chemical processes and pollutant formation.
- Astrochemistry: Modeling complex reaction networks relevant to interstellar and planetary chemistry.
- Materials science: Mechanistic model generation for reaction processes relevant to materials synthesis and degradation.
- Catalyst design: Exploration and analysis of heterogeneous catalytic reaction mechanisms to inform catalyst development.
- Environmental modeling: Development of kinetic models to support environmental fate and reactive transport studies.
Methodology:
Automated generation of kinetic mechanisms from a database of thermochemical and kinetic parameters; parallel reaction generation; on-the-fly quantum calculations; local and global uncertainty analysis and first-order sensitivity analysis; molecule isomorphism algorithm for performance optimization.
Topics
Details
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 12/12/2022
Operations
Publications
Liu M, Grinberg Dana A, Johnson M, Goldman M, Jocher A, Payne AM, Grambow C, Han K, Yee NW, Mazeau E, Blondal K, West R, Goldsmith F, Green WH. Reaction Mechanism Generator v3.0: Advances in Automatic Mechanism Generation. Unknown Journal. 2020. doi:10.26434/chemrxiv.13489656.v1.