Urban areas across the globe frequently face a vexing problem: traffic jams. These backlogs can halt city operations, leading to delays for commuters and taxing the local economy. The factors of traffic jams are multifaceted, ranging from urban sprawl to inefficient traffic management. Finding solutions to this ubiquitous issue is a challenge for u