Can Transformers Predict Vibrations?

arXiv:2402.10511v1 Announce Type: new
Abstract: Highly accurate time-series vibration prediction is an important research issue for electric vehicles (EVs). EVs often experience vibrations when driving on rough terrains, known as torsional resonance. This resonance, caused by the interaction between motor and tire vibrations, puts excessive loads on the vehicle's drive shaft. However, current damping technologies only detect resonance after the vibration amplitude of the drive shaft torque reaches a certain threshold, leading to significant loads on the shaft at the …

abstract arxiv cs.ai cs.lg current drive driving electric electric vehicles evs experience issue prediction research series technologies transformers type vehicles