To change the hostname permanently you have to edit two files /etc/hosts and /etc/hostname
Edit the file using your favourite text editor
In /etc/hosts add a new line which look like this
IP domain shortdomainnames
example:
127.0.0.1 linux.local linux
That will add a new local domain, one is the domain long name and the other is the domain shortname.
In /etc/hostname just edit the existing domain with the desired one
Regards.