I don't think you would have an issue. I used conveyor belt on one of our previous robots (2006 I believe). the issue you might run into is stitching the conveyor belt together at the ends. In industry this is typically done with a crimp on 'lace' with a stainless wire used as the pin.
http://images.drillspot.com/pimages/...359590_300.jpg