Getting Session Timeouts in Application

Without having any details such as what application you're using and your virtual server and pool configs it is going to be hard to provide suggestions to any level of detail.

It is possible that your application requires a client session to persist to a single pool member, so you may need to configure persistence on your VS. You'll need to provide more information.