“…There were two main preparation methods reported. One was from biomass-derived feedstocks, such as: LA, furfuryl alcohol and furfural [10][11][12], which was costly. For this reason, researchers developed another new and efficient approach to produce levulinate esters by the alcoholysis of cellulosic biomass or carbohydrates under acidic conditions [13][14][15].…”