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An IoT/IoMT security testbed for anomaly-based intrusion detection systems

An IoT/IoMT security testbed for anomaly-based intrusion detection systems

Zachos, Georgios, Mantas, Georgios ORCID: 0000-0002-8074-0417, Essop, Ismael ORCID: 0000-0002-5583-0306, Porfyrakis, Kyriakos ORCID: 0000-0003-1364-0261, Bastos, Joaquim and Rodriguez, Jonathan (2023) An IoT/IoMT security testbed for anomaly-based intrusion detection systems. In: International Federation for Information Processing (IFIP) Networking 2023 Conference. IFIP Networking 2023: Sec4IoT (Security for IoT Networks and Devices in 6G) Barcelona, Spain, June 12th - 15th 2023. IEEE, Laxenburg, Austria. ISBN 979-8350339383 ISSN 1861-2288 (Online) (doi:https://doi.org/10.23919/IFIPNetworking57963.2023.10186428)

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Abstract

Over the past few years, the Internet of Things (IoT) is transforming the healthcare sector through the introduction of the Internet of Medical Things (IoMT) technology whose purpose is the improvement of the patient’s quality of life. Nevertheless, IoMT networks are still vulnerable to a wide range of threats because of their heterogeneity and resource-constrained characteristics. Thus, novel security mechanisms such as accurate and efficient intrusion detection systems (IDSs), taking into consideration the inherent limitations of the IoMT networks, are required to be developed before IoMT networks reach their full potential in the market. In our previous works, we presented the system architecture of a novel hybrid anomaly-based IDS (AIDS) for IoMT networks and the implementation of its prototype. The next step is the testing and evaluation of the performance of the proposed AIDS under different types of attacks. However, there is a lack of existing IoT testbeds that can be used to test and evaluate the performance of an AIDS as a whole system running on different IoT devices, networks and platforms, and being under different types of IoT attacks. Therefore, in this paper, we present the development of a functional IoT/IoMT security testbed for testing and evaluating AIDSs. In addition, we intend this work to serve as a guidance for other researchers or engineers who aim to develop specific IoT/IoMT testbeds for evaluating their own AIDSs under different types of IoT attacks.

Item Type: Conference Proceedings
Title of Proceedings: International Federation for Information Processing (IFIP) Networking 2023 Conference. IFIP Networking 2023: Sec4IoT (Security for IoT Networks and Devices in 6G) Barcelona, Spain, June 12th - 15th 2023
Uncontrolled Keywords: IoT/IoMT; IoT/IoMT Testbed; Intrusion Detection System (IDS); Eclipse Hono; Eclipse Ditto; Influxdb; Grafana; Suricata
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
T Technology > TK Electrical engineering. Electronics Nuclear engineering
Faculty / School / Research Centre / Research Group: Faculty of Engineering & Science
Faculty of Engineering & Science > School of Engineering (ENG)
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Last Modified: 17 Aug 2023 11:47
URI: http://gala.gre.ac.uk/id/eprint/43186

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