Despite that the vague error, Remote host closed connection during handshake, maybe a result of multitude of possible reasons, the reason why this is occurring is because the remove client is dropping the connection.
I notice this issue once the WLS admin was restarted after the schedule task became unresponsive and remaining in the Interrupt status despite that I bounced the WLS managed server.