“…Uncertainty analyses are reported for fuels and compounds with current and future energy system relevance, including H 2 , ,, H 2 -enriched natural gas, NH 3 /H 2 blends, biogas, and syngas. , Useful insight may be gained into overall model uncertainties, recognizing interdependent parameters in realistic systems with numerous species. Uncertainties in the chemical mechanism will influence a valid assessment of the system’s performance, e.g., regarding pollutant emissions, when chemical information is embedded into more complex modeling situations such as for gas turbines, industrial furnaces, engines, , as well as turbulent and spray flames. ,, Because of the increasing practical relevance of chemical models for engine design, interesting aspects concern uncertainty quantification in species-rich chemical models for realistic fuels such as gasoline .…”