Changing IP address of an interface without rebooting or restart all network interface in Linux.

 ifup and ifdown command is available in Linux, For example restart specific network interface will help you,

#  ifdown eth1

#  ifup eth1

Once you have execuated  on the command prompt check the status,
 
# ifconfig eth1