To restart network interface, enter:
sudo /etc/init.d/networking restart
To stop and start use the following option (do not run them over remote ssh session as you will get disconnected):
sudo /etc/init.d/networking stop
sudo /etc/init.d/networking start
Debian/Ubuntu Linux with systemd, run:
$ sudo systemctl restart networking