This document summarizes a study that used stoichiometric and thermodynamic modeling to predict hydrogen production from the biomass Imperata cylindrica. The study found that steam reforming of bio-oils derived from I. cylindrica pyrolysis can produce hydrogen. Optimization analysis identified the optimal conditions as 1 atm pressure, 450-750°C temperature range, and a steam-to-feed ratio of 10, under which hydrogen yield varied between 0.6-0.7 by mass fraction. The effects of temperature, pressure, and steam-to-feed ratio on product composition were also examined.