E-bikes are rapidly rising to prominence a popular mode of commuting in urban areas. Their convenience and {environmental{ friendliness make them an appealing alternative to conventional vehicles. E-bikes decrease traffic congestion and emissions, contributing to a greener urban scene. As technology advances, we can anticipate even more innovative