September 18, 2020 Conference paper Open Access

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

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{
  "inLanguage": {
    "alternateName": "eng", 
    "@type": "Language", 
    "name": "English"
  }, 
  "description": "<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>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani, Greece", 
      "@type": "Person", 
      "name": "Panagiotis Radoglou Grammatikis"
    }, 
    {
      "affiliation": "Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani, Greece", 
      "@type": "Person", 
      "name": "Panagiotis Sarigiannidis"
    }, 
    {
      "affiliation": "SIDROCO, Anaximandrou, Limassol, Cyprus", 
      "@type": "Person", 
      "name": "Antonios Sarigiannidis"
    }, 
    {
      "affiliation": "SIDROCO, Anaximandrou, Limassol, Cyprus", 
      "@type": "Person", 
      "name": "Dimitrios Margounakis"
    }, 
    {
      "affiliation": "SIDROCO, Anaximandrou, Limassol, Cyprus", 
      "@type": "Person", 
      "name": "Apostolos Tsiakalos"
    }, 
    {
      "affiliation": "0INF, Imperial Offices, London, UK", 
      "@type": "Person", 
      "name": "Georgios Efstathopoulos"
    }
  ], 
  "headline": "An Anomaly Detection Mechanism for IEC 60870-5-104", 
  "image": "https://zenodo.org/static/img/logos/zenodo-gradient-round.svg", 
  "datePublished": "2020-09-18", 
  "url": "https://zenodo.org/record/4064667", 
  "keywords": [
    "Anomaly Detection", 
    "Cybersecurity", 
    "IEC-60870- 5-104", 
    "Supervisory Control and Data Acquisition"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.1109/MOCAST49295.2020.9200285", 
  "@id": "https://doi.org/10.1109/MOCAST49295.2020.9200285", 
  "@type": "ScholarlyArticle", 
  "name": "An Anomaly Detection Mechanism for IEC 60870-5-104"
}