The traditional taxi industry is facing a profound transformation, redefining the picture of urban transportation . App-based services, such as Uber and Lyft, possess disrupted existing taxi operations, providing riders convenient and often less choices. Considering the trajectory, we anticipate a sustained blending of self-driving technology with