Global traffic is rising, leading to critical challenges such as congestion, increased accident risks, and higher emissions of greenhouse gases and noise. Urban areas are particularly impacted, and as the global population in cities is expected to more than double by 2045, these issues will only intensify. Road congestion in modern cities is a growing concern that demands innovative solutions. One promising approach is the use of cooperative driving technologies, where vehicles and other transpo