With the simulation protocol established, we simulated both ordered and disordered networks to analyse their formation and damage. We will demonstrate the use of persistence diagrams to analyse ring structure first with individual snapshots to link the visualisation method with the simulated networks, and then move on to showing how persistence diagrams over time can be used to analyse the formation and rupturing behaviour of networks.