If I give this command for shutting down the system:
$ sudo shutdown -h 10:20 "going down"
how can I abort it?
As we can read from manual page man shutdown
-c Cancel a pending shutdown. This may be used cancel the effect of an invocation of shutdown with a time argument that is not "+0" or "now".