A two-fluid model is employed to model vaporizing non-combusting sprays under high injection pressure Diesel conditions. A locally homogeneous flow approximation is considered where the two phases have the same velocity at a given spatial location and time. A non-equilibrium approach to computing droplet vaporization is compared with an equilibrium approach discussed in a previous work. Non-equilibrium effects are included by employing the D2-law for droplet vaporization. The computed liquid penetration is compared with constant volume measurements made under Diesel conditions at the Sandia National Laboratories. The variation of the liquid penetration with droplet size, injection velocity and ambient density is studied. It is shown t...