ABSTRACT Route optimization is a common challenge in the field of transportation. This research aims to optimize pickup passenger routes using a genetic algorithm and Geographical Information System for travel purposes. The primary objective is to minimize the total distance and travel time for passengers. The genetic algorithm is utilized to generate potential route populations, where eac…