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In numerical combustion research, accurate chemical reaction mechanisms for heavy hydrocarbons are essential to investigate the flame dynamics of sustainable aviation fuels (SAF) relative to conventional jet fuels. However, accounting for hundreds or thousands of reactions makes finite-rate chemistry (FRC) large-eddy simulations (LES) impractical for realistic engineering scenarios. Here, a multid
