Introduction: clever parking sensors applying dual-manner detection and cloud integration obtain nearly ninety nine% precision, improving city parking effectiveness and lessening congestion in complex city environments. on the bustling evening in the heart of A serious metropolis, commuters circle endlessly searching for parking, their frustration