“…Despite significant effort over the past few decades, there continues to be a lack of understanding of mixing dynamics, especially at commercial-scales, because (a) most diagnostic techniques are only feasible in small laboratory setups, where the hydrodynamics are significantly affected by the walls 2 and (b) mixing metrics are sensitive to several operating parameters such as bed geometry, superficial gas velocity, particle characteristics and temperature. 3,4,5,6,7,8,9,10 Nevertheless, both experimental 11,12,13,14,15,16 and numerical 2, 4, 3 studies have concluded that solids mixing is driven by bubble motion through three mechanisms 17,18,19, 1 -(a) wake effect-particles get drawn into bubble wakes and accelerate upwards, (b) emulsion drift-particles rain down along bubble walls to replace voids left by rising particles and (c) bubble eruptions-particles are disbursed into the freeboard. Each of these phenomena has been investigated extensively.…”