 This paper presents a new system for monitoring the health of unmanned aerial vehicles, UAVs, using a vibration sensor to detect fault signatures and identify broken blades, which is more sensitive and efficient than current studies in unbalanced classification of UAVs. This article was authored by Lutfai Al-Hadad, Allah Jaber, Parmin Naranan, and others.