E-bikes are rapidly rising to prominence a prominent mode of transportation in urban areas. Their efficiency and {environmental{ friendliness make them an attractive alternative to conventional vehicles. E-bikes decrease traffic congestion and emissions, contributing to a more sustainable urban landscape. As technology advances, we can anticipate