In order to improve the operational efficiency of Shenzhen Metro Line 12, optimize passenger travel experience, and create a benchmark for smart subway, Shenzhen Metro Group has implemented an unmanned ticketing system along the entire Line 12, and equipped it with facial recognition cameras and array microphone voice interaction systems.