It deponds what kind of analysis do you need,for example you can analysis with statistics tools,but generally with clustering you can identify attributes and then you have more clear view about your problem
Dear Dr. Joseph James Simpson, Yes Cluster Analysis is an effective and useful tool for system analysis until the uncertainty is not associated with the cluster group.
In my opinion the cluster analysis on production systems engineering is not appliable, according to Afaq, indeed, the assembly lines are affected by uncertainty, and so the cluster analysis is not appliable, better way to analyse them is statistical characterization of the typical variable, that are able to describe the system.