“…Commercial ultrasonic sensors for automotive parking applications typically operate in the region of 40-60 kHz, and have a range of 30-450 cm (Nordevall, 2015). They provide distance measurements to objects at low speeds, which is beneficial for parking aids (Alonso et al, 2011), preventing car crashes (Alonso, Oria, Fernández, & Rodríguez, 2009), measuring characteristics of road surfaces (Hirata, Sun, Ueda, & Hachiyay, 2016), detecting moving obstacles (Ohya, Kosaka, & Kak, 1998), and detection of ice by friction analyses based on noise produced by tyre-road interaction (Gailius & Jacenas, 2007).…”