E-bikes are rapidly emerging as a leading mode of travel in urban environments. Their convenience and {environmental{ friendliness make them an compelling alternative to traditional vehicles. E-bikes decrease traffic congestion and emissions, contributing to a eco-friendly urban scene. As technology advances, we can anticipate even advanced e-bike