Traffic congestion has become an increasingly critical issue across the United States, disrupting transportation networks and impacting society in ways that extend beyond mobility. Congestion contributes to declining public health, reduced quality of life, and environmental concerns such as pollution, noise, and stress (Meyer, 1997). Nationally, travel delays rose from 5.1 billion hours in 2000 to 8.7 billion hours in 2019, while fuel waste increased from 2.4 billion gallons to 3.5 billion gallons over the same period. Similarly, excess greenhouse gas emissions escalated from 25 million...