The surface element prediction/diagnostic scheme of the Guangzhou Mesoscale NWP Model and the situation of its time evolution prediction of station elements are briefly introduced. The time series prediction of station elements is verified and analyzed by using the method suitable for time series verification. Better and sustained performance are shown for time series prediction of most elements, including rainfall, temperature, humidity, wind, pressure and cloud amount.