Last year my son brought a large duffel bag with him and that worked out well. You come home with additional clothing (shorts, t-shirts, sweatshirt, sweatpants)..... a couple of which are a bit bulky so leave some extra space in your bag.
And don't forget a plastic bag for your wet / muddy...