“…In contrast, predicting product distribution in a non-equilibrium process requires detailed kinetic data on major reactants and intermediate products as well as models of the hydrodynamics of the reactor. , Progress has been hampered by the difficulty in interrogating the condensed phase reactions responsible for depolymerization of carbohydrate and lignin in biomass. Accounting for reactions responsible for the prominent intermediate and final pyrolysis products, which include light (permanent) gases, like carbon monoxide and low-molecular-weight hydrocarbons, light (condensable) oxygenates, such as alcohols, aldehydes, and carboxylic acids, and heavy organics consisting mostly of saccharides and phenolic compounds, is also daunting.…”