I want to work on the GVL production from biomass using an acid catalyst for biomass hydrolysis with a non-precious metal catalyst for the hydrogenation of derivatives to GVL. Most of the recent research on the catalytic transformation of biomass focused on one particular molecule conversion. Like cellulose to LA, or hemicellulose to LA and so on. As it mentioned in the previous literature. The low yields of levulinic acid from biomass originate mainly from (1) the polymerization of sugars during the conversion into levulinic acid (2) the fact that only the C6 sugar substrates (glucose unit) in cellulose and hemicelluloses (mannose and galactose units) can be potentially converted into levulinic acid via acid catalysis. The C5 sugar substrates (xylose and arabinose units) under the same conditions are mainly converted into furfural. What are the most critical parameters to develop specific conditions for the maximum conversion of biomass to LA in the selection of acid catalyst and hydrogenation catalyst?