Introduction: clever parking sensors using dual-manner detection and cloud integration reach nearly 99% accuracy, enhancing urban parking performance and minimizing congestion in advanced metropolis environments. On a https://swiott.com/info-detail/the-role-of-smart-parking-sensors-for-car-management-in-urban-areas