I would stick with the 3/4 inch dowels - you don't want the space between dowels and surface to get too thin.
Back to an earlier question - what tools do you have to work with? Plunge router, drill press, forstner bits, etc. I suggest reconsidering the classic approach shown by Glen, other wise, you could mill slots for splines in both the top and the breadboard?