E-bikes are rapidly rising to prominence a leading mode of travel in urban environments. Their convenience and {environmental{ friendliness make them an appealing alternative to conventional vehicles. E-bikes decrease traffic congestion and emissions, contributing to a more sustainable urban environment. As technology progresses, we can anticipate