I have added GDAL_DATA, GDAL_DRIVER_PATH, PYTHON, PROJ_LIB et al to the system environment in order to use the QGIS module standlone from python.
Sorry for post this question in a hurry. Now I have fixed the problem by removing all the environment and restart the computer. It is better do this by temperally change the environment in the python environment.