The evolving behavior of urban flow can be surprisingly understood through a thermodynamic perspective. Imagine avenues not merely as conduits, but as systems exhibiting principles akin to transfer and entropy. Congestion, for instance, might be considered as a form of regional energy dissipation – a wasteful accumulation of vehicular flow. Conve