We are running tomcat application server that handle over 100 concurrent sessions. In the last 2 months the most active users noticed that sometimes they are getting kicked
Increase your logging of sessions, which may shed some light onto your problem.
The Tomcat config page's Logging in Tomcat includes an example of increasing logging of sessions.