I have friends that do it most of the year with the exception of the dead of winter. I think most piedmont lakes have a thermocline around the 12-15 depth so it makes sense that you should be able to cover a bunch of water and be able to catch em this time of year. Good luck, and let us know how it goes.
Mike

Take a kid outdoors!