It's an interesting hypothesis for what the patterns of simulated firings "mean". I don't see any reference link to experimental methods in silico or in vivo follow up. Anyone have any reference articles for this hypothesis?
This paper (2008) describes the general approach, including the use of Betti numbers for classification of observed phenomena (in primates, not in silico):