The alkanes containing up to 16 carbon atoms are regarded to be important in the combustion circumstance. It is thus of great significance for developing accurate combustion models that could predict thermal rate constants of hydrogen abstraction reactions involving these reactants. Although Machine learning is widely perceived to have very limited extrapolation capabilities, this work built a machine learning model The hydrogen atom can be abstracted from various sites of alkanes in the reactions.