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Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures
Critical Infrastructures (CIs) are sensible targets. They could be physically damaged by natural or human actions, causing service disruptions, economic losses, and, in some extreme cases, harm to people. They, therefore, need a high level of protection against possible unintentional and intentional...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8588483/ https://www.ncbi.nlm.nih.gov/pubmed/34770277 http://dx.doi.org/10.3390/s21216970 |
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author | Fausto, Alessandro Gaggero, Giovanni Battista Patrone, Fabio Girdinio, Paola Marchese, Mario |
author_facet | Fausto, Alessandro Gaggero, Giovanni Battista Patrone, Fabio Girdinio, Paola Marchese, Mario |
author_sort | Fausto, Alessandro |
collection | PubMed |
description | Critical Infrastructures (CIs) are sensible targets. They could be physically damaged by natural or human actions, causing service disruptions, economic losses, and, in some extreme cases, harm to people. They, therefore, need a high level of protection against possible unintentional and intentional events. In this paper, we show a logical architecture that exploits information from both physical and cybersecurity systems to improve the overall security in a power plant scenario. We propose a Machine Learning (ML)-based anomaly detection approach to detect possible anomaly events by jointly correlating data related to both the physical and cyber domains. The performance evaluation showed encouraging results—obtained by different ML algorithms—which highlights how our proposed approach is able to detect possible abnormal situations that could not have been detected by using only information from either the physical or cyber domain. |
format | Online Article Text |
id | pubmed-8588483 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85884832021-11-13 Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures Fausto, Alessandro Gaggero, Giovanni Battista Patrone, Fabio Girdinio, Paola Marchese, Mario Sensors (Basel) Communication Critical Infrastructures (CIs) are sensible targets. They could be physically damaged by natural or human actions, causing service disruptions, economic losses, and, in some extreme cases, harm to people. They, therefore, need a high level of protection against possible unintentional and intentional events. In this paper, we show a logical architecture that exploits information from both physical and cybersecurity systems to improve the overall security in a power plant scenario. We propose a Machine Learning (ML)-based anomaly detection approach to detect possible anomaly events by jointly correlating data related to both the physical and cyber domains. The performance evaluation showed encouraging results—obtained by different ML algorithms—which highlights how our proposed approach is able to detect possible abnormal situations that could not have been detected by using only information from either the physical or cyber domain. MDPI 2021-10-20 /pmc/articles/PMC8588483/ /pubmed/34770277 http://dx.doi.org/10.3390/s21216970 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Fausto, Alessandro Gaggero, Giovanni Battista Patrone, Fabio Girdinio, Paola Marchese, Mario Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title | Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title_full | Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title_fullStr | Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title_full_unstemmed | Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title_short | Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures |
title_sort | toward the integration of cyber and physical security monitoring systems for critical infrastructures |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8588483/ https://www.ncbi.nlm.nih.gov/pubmed/34770277 http://dx.doi.org/10.3390/s21216970 |
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