“…For an accurate modeling, however, the only parameter ∆ of the collision model, depending on particle size, density and flow parameters, should be determined carefully [2]. To avoid estimating ∆, we employ a more physically-based PBI model which makes use of the lubrication-induced drag acting on the particle in direction normal to the boundary [4].…”