Abstract With the advent of Industry 4.0, increasing amounts data on operational processes (e.g., manufacturing processes) become available. These can involve hundreds different materials for a relatively small number manufactured special-purpose machines rendering classical process discovery and analysis techniques infeasible. However, in contrast to most standard business processes, additiona...