“…All of these factors contribute to the essential requirement for clean and environmentally friendly fuels aiming to achieve the net-zero goals (Dong and Sharma, 2023;; V. N. Nguyen et al, 2023b;Zeńczak and Gromadzińska, 2020). Indeed, scientists are looking at many types of biofuels such as biodiesel (V. N. Nguyen et al, 2023a;Radhakrishnan Lawrence et al, 2022;, bio-alcohol (such as ethanol, methanol, propanol) (Labeckas et al, 2018;Truong et al, 2021;Veza et al, 2022), furan-based fuels (such as DMF, MF) (Hoang et al, 2022a;Hoang and Pham, 2021;Vuong et al, 2022), ether (including dimethyl ether and ethyl ether) (Changxiong et al, 2023;Doan et al, 2022;Wang and Yao, 2020), bio-oil (fuels originated from thermochemical conversion of biomass, scrap tire, plastic waste, municipal solid waste) (Kumaravel et al, 2016;Yaqoob et al, 2021), hydrogen (Fernández et al, 2020b;Hoang et al, 2023a), biogas (Bora et al, 2022;V. G. Bui et al, 2022;Chellapandi and Saranya, 2023), and syngas (Fiore et al, 2020;Huang et al, 2019) because they are considered as the great potential replacement for traditional fuels due to the current fuel scarcity.…”