\n\nWe investigate the possibility of reformulating the puzzle of Battleship Solitaire as a quadratic unconstrained binary optimization problem, in order for the problem to be acceptable to a quantum annealer. Starting from a linear integer programming formulation, we develop two binary quadratic programs and compare them.