The document discusses the production of levulinic acid (LA) from biomass, emphasizing its advantages over conventional methods such as higher efficiency and lower costs. Experimental results reveal optimal conditions for LA yield from fructose, including a reaction time of 30 minutes, temperature of 140 °C, and pH of 0.5, with microwave reactors demonstrating superior performance compared to batch reactors. Key findings indicate that fructose yields the highest LA, while glucose and cellulose are less effective due to additional processing challenges.