Checked luggage on Beijing to Shanghai bullet train

I think my luggage will be too large to fit on the luggage rack of the G trains.

that we can have the bags checked in on the same train and pick them up at Hongqiao. Do you know how we do this at Beijing South and if there is a charge?

Thanks,
Alan