Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Fausto, Alessandro, Gaggero, Giovanni Battista, Patrone, Fabio, Girdinio, Paola, Marchese, Mario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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
_version_ 1784598471765917696
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
work_keys_str_mv AT faustoalessandro towardtheintegrationofcyberandphysicalsecuritymonitoringsystemsforcriticalinfrastructures
AT gaggerogiovannibattista towardtheintegrationofcyberandphysicalsecuritymonitoringsystemsforcriticalinfrastructures
AT patronefabio towardtheintegrationofcyberandphysicalsecuritymonitoringsystemsforcriticalinfrastructures
AT girdiniopaola towardtheintegrationofcyberandphysicalsecuritymonitoringsystemsforcriticalinfrastructures
AT marchesemario towardtheintegrationofcyberandphysicalsecuritymonitoringsystemsforcriticalinfrastructures