“…Biofuels derived from biomass offer sustainable alternatives to fossil fuels for transportation and chemical production. − They are carbon-neutral, as the emitted carbon dioxide is absorbed by plants . Biomass is widely available, renewable, and recyclable, making it an attractive energy source. − Ethyl levulinate (EL), derived from biomass, has desirable properties and finds applications in biofuels, fuel additives, pharmaceutical intermediates, and green solvents. , However, traditional catalysts for EL production can cause pollution, equipment corrosion, and separation issues. , Therefore, the selection of catalysts for EL synthesis should consider environmental and economic factors, aiming for ease of separation, eco-friendliness, stability, high activity, and cost-effectiveness. , In industry, furfuryl alcohol (FA) obtained directly from pentose hydrolysis is commonly used as a raw material for producing EL. − This approach not only saves resources but also simplifies the purification process for the final products. , …”