Urban areas across the globe continuously face a vexing problem: traffic jams. These congestions can disrupt city functionality, leading to delays for commuters and taxing the local economy. The causes of traffic jams are multifaceted, ranging from urban sprawl to inefficient traffic management. Finding solutions to this prevalent issue is a impera