Well it depends on the heigth to floor - call that htf, in which direction the fan will work effeciently. Basically you have a flow of cold air inwards at ground level and a flow of hot air outwards at roof level. So the best solution would be to support the hot outflow, in the mid-layer, and let thermodynamics at the windows do the work.