I would suggest GlassFish as the server; it includes everything needed for the exam. I'd also suggest not to use an IDE -at least not their web service features-, because those abstract away the details that you will need to know for the exam. Using an IDE to write and compile code is fine.
subject: Development environment setup? for SCDJWS 5