Anomalies in Heating, Ventilation, and Air Conditioning (HVAC) systems of buildings can lead to performance degradation, energy inefficiencies, and occupant discomfort. Automated anomaly detection is essential to prevent these issues. Machine learning based anomaly detection techniques are effective …

This research, commissioned by Fox-IT, is focused on the development of a new concept in cybersecurity event monitoring to improve the detection capabilities of the CTM Endpoint Module. Additional background information of Fox-IT is provided in Chapter 2. The description of the research assignment and …