Introduction In recent years, traffic congestion has become a pressing issue in urban areas around the globe. With escalating populations and increased vehicle ownership, traffic has significant implications not only on commute times but also on air quality, public health, and economic productivity. Addressing traffic challenges is crucial for enhancing urban livability and sustainability. The