10.1021/acscatal.9b01234.s001 Sebastian Matera Sebastian Matera William F. Schneider William F. Schneider Andreas Heyden Andreas Heyden Aditya Savara Aditya Savara Progress in Accurate Chemical Kinetic Modeling, Simulations, and Parameter Estimation for Heterogeneous Catalysis American Chemical Society 2019 parameter estimation prediction advancement chemical representations Accurate Chemical Kinetic Modeling Parameter Estimation future areas Heterogeneous Catalysis Chemical step calculations multiscale modeling 2019-06-13 00:00:00 Journal contribution https://acs.figshare.com/articles/journal_contribution/Progress_in_Accurate_Chemical_Kinetic_Modeling_Simulations_and_Parameter_Estimation_for_Heterogeneous_Catalysis/8330045 Chemical kinetic modeling in heterogeneous catalysis is advancing in its ability to provide qualitatively or even quantitatively accurate prediction of real-world behavior because of new advances in the physical and chemical representations of catalytic systems, estimation of relevant kinetic parameters, and capabilities in kinetic modeling. This Perspective describes current trends and future areas of advancement in chemical kinetic modeling, simulation, and parameter estimation: ranging from elementary step calculations to multiscale modeling to the role of advanced statistical methods for incorporating uncertainties in predictions. Multiple new or growing methodologies are covered, examples are provided, and forward-looking topics for advancement are noted.