“…For fuel applications, they require reduction in oxygen content to increase their caloric value. Much current research is focussed on deoxygenation of organic oxygenates using heterogeneous catalysis, in particular for the upgrading of biomass-derived oxygenates obtained from fermentation, hydrolysis, and fast pyrolysis of biomass [3][4][5][6][7].…”