“…As reported, biofuels are beneficial in reducing dependence on costly fossil fuel imports and offer a sustainable substitute for fossil fuels (Hoang and Pham, 2021;Wei et al, 2024;Zeńczak and Gromadzińska, 2020). Indeed, ancohol (methanol, ethanol, n-propanol, butanol, pentanol, hexanol), biodiesel, bio-oil, furan-based biofuels, ether, and biogas are typical examples (Bui et al, 2021;Cao and Johnson, 2024;Changxiong et al, 2023a;De Poures et al, 2023;Doan et al, 2022;Fayad et al, 2022;Hoang et al, 2023aHoang et al, , 2021cJia et al, 2024;Yusuf et al, 2023). Biofuels may be used to generate electricity, heat, and transport, therefore ensuring environmental sustainability and energy source diversity (Hoang et al, 2021e;Veza et al, 2022b).…”