I tried that, but even with the velcro it jumped around too much for my taste (roads here aren't what I'd call good). Now I just put it on top of my rack and use a bungee cargo net to strap it down. I've got Wald folding baskets bolted to the sides of my racks so lots of places for the net to hook.