Finally I solve my problem,

I cannot run the driver due to conflict between chrome app version and chrome-driver version (the one locate in usr/local/bin)

I find this repo contains my chrome app version: https://github.com/dreamshao/chromedriver

I download the suitable version and then put in the usr/local/bin folder.

Then everything works fine