Change the HOSTNAME in /etc/sysconfig/network
cd /etc/sysconfig
vi network
HOSTNAME=eda001
Add one line in /etc/hosts
vi /etc/hosts
127.0.0.1 eda001
Use hostname command to set hostname
And finally restart netwark to apply the change
hostname eda001
service network restart
Change hostname for RHEL6