Just take a motorcycle and tell him it costs about 20 yuan.
Just call Didi directly. There are also many private cars and motorcycles at the station.
If there is a shuttle bus, you can also take a taxi or Didi.

There seems to be no shuttle bus, but there are taxis, which may be relatively few. You can take a taxi with DiDi.