You can check the authentication side of your eduroam deployment using the eapol_test command-line application. This application allows you to simulate 802.1x authentication requests, without using a physical access point or a wireless device.
GEANT provides a step-by-step tutorial on installing and using eapol_test to check your RADIUS and EAP settings.