In the mixed-mode, the grain bed is considered to be a deep bed with downward
conduction due to radiation on the upper surface of the bed and upward convection
of air through the bed from the collector and is described by five equations of mass
balance, thin-layer drying, heat transfer rate, energy balance inside the grain bed and
energy balance at the top of the grain bed as follows.