Here is two ways to stop connection drops.
modify /etc/ssh/sshd_config file.
add following:
ClientAliveInterval 30
ClientAliveCountMax 5
and restart sshd:
/etc/init.d/ssh restart
OR
modify /etc/ssh/ssh_config
ServerAliveInterval 15
ServerAliveCountMax 3