Conference paper Open Access

An Anomaly Detection Mechanism for IEC 60870-5-104

Panagiotis Radoglou Grammatikis; Panagiotis Sarigiannidis; Antonios Sarigiannidis; Dimitrios Margounakis; Apostolos Tsiakalos; Georgios Efstathopoulos


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{
  "DOI": "10.1109/MOCAST49295.2020.9200285", 
  "language": "eng", 
  "author": [
    {
      "family": "Panagiotis Radoglou Grammatikis"
    }, 
    {
      "family": "Panagiotis Sarigiannidis"
    }, 
    {
      "family": "Antonios Sarigiannidis"
    }, 
    {
      "family": "Dimitrios Margounakis"
    }, 
    {
      "family": "Apostolos Tsiakalos"
    }, 
    {
      "family": "Georgios Efstathopoulos"
    }
  ], 
  "issued": {
    "date-parts": [
      [
        2020, 
        9, 
        18
      ]
    ]
  }, 
  "abstract": "<p>The transformation of the conventional electricity grid into a new paradigm called smart grid demands the appropriate cybersecurity solutions. In this paper, we focus on the security of the IEC 60870-5-104 (IEC-104) protocol which is commonly used by Supervisory Control and Data Acquisition (SCADA) systems in the energy domain. In particular, after investigating its security issues, we provide a multivariate Intrusion Detection System (IDS) which adopts both access control and outlier detection mechanisms in order to detect timely possible anomalies against IEC-104. The efficiency of the proposed IDS is reflected by the Accuracy and F1 metrics that reach 98% and 87%, respectively.</p>", 
  "title": "An Anomaly Detection Mechanism for IEC 60870-5-104", 
  "type": "paper-conference", 
  "id": "4064667"
}
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