Electric bikes (e-bikes) have gained considerable attention for their potential to address environmental challenges associated with traditional modes of transportation. As concerns over climate change and pollution intensify, e-bikes offer a sustainable alternative, contributing significantly to environmental conservation and the reduction of urban