The authors explore the application of SOM in dynamic systems, particularly within the context of a Finnish nuclear power plant, Olkiluoto, using both plant and training simulator data. They discuss various user interface and visualization assessment criteria and present a case study demonstrating the SOM method's information value in process visualization.