This paper presents an evaluation of a system aiming at estimating water depths on a road surface. Using accelerometers. the system records the vibrations of a wheel arch liner due to impacts of water droplets. The system setup. https://www.roneverhart.com/Liftmaster-CSL24UL-Slide-Gate-Opener/