Even though it might seem closer, DO NOT PARK ON HIGHWAY 55. This would force you to cross the railroad tracks which is both unsafe and trespassing. Instead, park in the Mills Woods neighborhood near the listed parking waypoint.
While you're here, enjoy the walking path, the new playground equipment or the open area near the baskeball court.