TY - GEN
T1 - Securing Cyber-Physical Spaces with Hybrid Analytics
T2 - International Workshops which were held in conjunction with 27th European Symposium on Research in Computer Security, ESORICS 2022
AU - De Pascale, Daniel
AU - Sangiovanni, Mirella
AU - Cascavilla, Giuseppe
AU - Tamburri, Damian A.
AU - Van Den Heuvel, Willem Jan
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.
PY - 2023
Y1 - 2023
N2 - Considering the massive increase in the number of crimes in the last decade, as well as the outlook toward smarter cities and more sustainable urban living, the emerging cyber-physical space (CPS) obtained by the interaction of such physical spaces with the cyber elements around them (e.g., think of Internet-of-Things devices or hyperconnected mobility), plays a key role in the protection of urban social living, e.g., social events or daily routines. For example, the hyperconnectedness of a CPS to many networks can lead to potential vulnerability. This vision paper aims to outline a vision and reference architecture where CPS protection is center-stage and where CPS models as well as so-called hybrid analytics work jointly to help the Law Enforcement Agents (LEAs), e.g., in event monitoring and early detection of criticalities. As a part of validating said reference architecture, we implement a case study in the scope of VISOR, a Dutch government project aimed at improving CPS protection using hybrid analytics. We conduct a field experiment in the Paaspop social event and festival grounds to test and select the most appropriate device configuration. There we experiment with a CPS protection pipeline featuring several components reflected in the reference architecture, e.g., the KGen middleware, a prototype tool to anonymize structured big data using genetic algorithms, and SENSEI, a framework for dark web marketplace analytics. We conclude that hybrid analytics offer a considerable ground for more sustainable CPS.
AB - Considering the massive increase in the number of crimes in the last decade, as well as the outlook toward smarter cities and more sustainable urban living, the emerging cyber-physical space (CPS) obtained by the interaction of such physical spaces with the cyber elements around them (e.g., think of Internet-of-Things devices or hyperconnected mobility), plays a key role in the protection of urban social living, e.g., social events or daily routines. For example, the hyperconnectedness of a CPS to many networks can lead to potential vulnerability. This vision paper aims to outline a vision and reference architecture where CPS protection is center-stage and where CPS models as well as so-called hybrid analytics work jointly to help the Law Enforcement Agents (LEAs), e.g., in event monitoring and early detection of criticalities. As a part of validating said reference architecture, we implement a case study in the scope of VISOR, a Dutch government project aimed at improving CPS protection using hybrid analytics. We conduct a field experiment in the Paaspop social event and festival grounds to test and select the most appropriate device configuration. There we experiment with a CPS protection pipeline featuring several components reflected in the reference architecture, e.g., the KGen middleware, a prototype tool to anonymize structured big data using genetic algorithms, and SENSEI, a framework for dark web marketplace analytics. We conclude that hybrid analytics offer a considerable ground for more sustainable CPS.
KW - Cyber physical space (CPS)
KW - Genetic algorithm (GA)
KW - Internet of Thing (IoT)
KW - Law Enforcement Agents (LEA)
UR - http://www.scopus.com/inward/record.url?scp=85151057964&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-25460-4_23
DO - 10.1007/978-3-031-25460-4_23
M3 - Conference contribution
AN - SCOPUS:85151057964
SN - 9783031254598
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 398
EP - 408
BT - Computer Security. ESORICS 2022 International Workshops - CyberICPS 2022, SECPRE 2022, SPOSE 2022, CPS4CIP 2022, CDT and SECOMANE 2022, EIS 2022, and SecAssure 2022, Revised Selected Papers
A2 - Katsikas, Sokratis
A2 - Cuppens, Frédéric
A2 - Kalloniatis, Christos
A2 - Mylopoulos, John
A2 - Pallas, Frank
A2 - Pohle, Jörg
A2 - Sasse, M. Angela
A2 - Abie, Habtamu
A2 - Ranise, Silvio
A2 - Verderame, Luca
A2 - Cambiaso, Enrico
A2 - Maestre Vidal, Jorge
A2 - Sotelo Monge, Marco Antonio
A2 - Albanese, Massimiliano
A2 - Katt, Basel
A2 - Pirbhulal, Sandeep
A2 - Shukla, Ankur
PB - Springer Science and Business Media Deutschland GmbH
Y2 - 26 September 2022 through 30 September 2022
ER -