In response to the emergence of cybersecurity issues in smarter grids, a number of IT security approaches have been presented. However, in practice, power networks with legacy systems are more difficult to update, patch and protect using conventional IT security techniques. This research presents a contribution to cybersecurity using Intrusion Detection Systems (IDS) in power systems. An intrusion detection methodology provides an approach to identify evidence of abnormal communication behaviours in a passive mode that does not impact normal operation of power systems but provides pre-emptive knowledge of potential threats and incidents. This thesis proposes and develops new intrusion detection approaches for Smart Grid cybersecurity that a...