This article summarizes our work on knowledge discovery in simulation data that was initiated by the PhD work of Dr. N. Feldkamp. TOMACS is one of the highest ranked journals in the field of simulation. Reading the article is recommended for all students who intend on pursuing a thesis in the context of this exciting topic.