crossrefInfrastructures2026-06-12
Machine Learning-Based Road Surface Defect Detection from Signal Features Using Data from an Instrumented Vehicle Platform
Berkin Uluutku, Korkut Kaynardag, Daisuke Oshima, John Cotter, Fikret Necati Catbas
Connected vehicle platforms enable large-scale collection of vehicle dynamics data from production fleets, creating opportunities for passive roadway monitoring using onboard sensing systems. While existing vibration-based approaches primarily focus on pavement roughness estimati…