The management of suburban and coastal traffic systems requires constant structural adaptation. In highly trafficked areas like the Pacific Coast Highway, municipal planners increasingly rely on automated infrastructure—such as real-time CCTV monitoring networks and synchronized smart signals—to regulate vehicle flow and reduce collision freque