Step 1: Idea
Step 2: Add a reverse curve
Step 3: Reinforce the backside
While holding the book's cover in a curve the reverse of the curve from shelf wear, I applied a piece of tape beginning at the edge of the cover and rolling it down smoothly to avoid creases as much as possible.
When finished rolling out the tape with my fingers I trimmed any tape overhang with a good pair of scissors.