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SVELTE: Real-time Intrusion Detection in the Internet of Things
Swedish Institute of Computer Science, Kista, Sweden. (NES)ORCID iD: 0000-0001-8192-0893
Swedish Institute of Computer Science, Kista, Sweden. (NES)
Swedish Institute of Computer Science, Kista, Sweden. (NES)
2013 (English)In: Ad hoc networks, ISSN 1570-8705, E-ISSN 1570-8713, Vol. 11, no 8, p. 2661-2674Article in journal (Refereed) Published
Abstract [en]

In the Internet of Things (IoT), resource-constrained things are connected to the unreliable and untrusted Internet via IPv6 and 6LoWPAN networks. Even when they are secured with encryption and authentication, these things are exposed both to wireless attacks from inside the 6LoWPAN network and from the Internet. Since these attacks may succeed, Intrusion Detection Systems (IDS) are necessary. Currently, there are no IDSs that meet the requirements of the IPv6-connected IoT since the available approaches are either customized for Wireless Sensor Networks (WSN) or for the conventional Internet.

In this paper we design, implement, and evaluate a novel intrusion detection system for the IoT that we call SVELTE. In our implementation and evaluation we primarily target routing attacks such as spoofed or altered information, sinkhole, and selective-forwarding. However, our approach can be extended to detect other attacks. We implement SVELTE in the Contiki OS and thoroughly evaluate it. Our evaluation shows that in the simulated scenarios, SVELTE detects all malicious nodes that launch our implemented sinkhole and/or selective forwarding attacks. However, the true positive rate is not 100%, i.e., we have some false alarms during the detection of malicious nodes. Also, SVELTE’s overhead is small enough to deploy it on constrained nodes with limited energy and memory capacity. 

Place, publisher, year, edition, pages
Elsevier, 2013. Vol. 11, no 8, p. 2661-2674
Keywords [en]
Intrusion Detection, Internet of Things, 6LoWPAN, RPL, IPv6, Security, Sensor Networks
National Category
Engineering and Technology
Research subject
Computer Science
Identifiers
URN: urn:nbn:se:mdh:diva-18866DOI: 10.1016/j.adhoc.2013.04.014ISI: 000326661900037Scopus ID: 2-s2.0-84885328301OAI: oai:DiVA.org:mdh-18866DiVA, id: diva2:619015
Available from: 2013-05-01 Created: 2013-05-01 Last updated: 2019-12-19Bibliographically approved
In thesis
1. Lightweight Security Solutions for the Internet of Things
Open this publication in new window or tab >>Lightweight Security Solutions for the Internet of Things
2013 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

The future Internet will be an IPv6 network interconnecting traditional computers and a large number of smart object or networks such as Wireless Sensor Networks (WSNs). This Internet of Things (IoT) will be the foundation of many services and our daily life will depend on its availability and reliable operations.

Therefore, among many other issues, the challenge of implementing secure communication in the IoT must be addressed. The traditional Internet has established and tested ways of securing networks. The IoT is a hybrid network of the Internet and resource-constrained networks, and it is therefore reasonable to explore the options of using security mechanisms standardized for the Internet in the IoT.

The IoT requires multi-facet security solutions where the communication is secured with confidentiality, integrity, and authentication services; the network is protected against intrusions and disruptions; and the data inside a sensor node is stored in an encrypted form. Using standardized mechanisms, communication in the IoT can be secured at different layers: at the link layer with IEEE 802.15.4 security, at the network layer with IP security (IPsec), and at the transport layer with Datagram Transport Layer Security (DTLS). Even when the IoT is secured with encryption and authentication, sensor nodes are exposed to wireless attacks both from inside the WSN and from the Internet. Hence an Intrusion Detection System (IDS) and firewalls are needed. Since the nodes inside WSNs can be captured and cloned, protection of stored data is also important.

This thesis has three main contributions. (i) It enables secure communication in the IoT using lightweight compressed yet standard compliant IPsec, DTLS, and IEEE 802.15.4 link layer security; and it discusses the pros and cons of each of these solutions. The proposed security solutions are implemented and evaluated in an IoT setup on real hardware. (ii) This thesis also presents the design, implementation, and evaluation of a novel IDS for the IoT. (iii) Last but not least, it also provides mechanisms to protect data inside constrained nodes.

The experimental evaluation of the different solutions shows that the resource-constrained devices in the IoT can be secured with IPsec, DTLS, and 802.15.4 security; can be efficiently protected against intrusions; and the proposed combined secure storage and communication mechanisms can significantly reduce the security-related operations and energy consumption.

Place, publisher, year, edition, pages
Västerås: Mälardalen University, 2013
Series
Mälardalen University Press Dissertations, ISSN 1651-4238 ; 139
Keywords
Security, Internet of Things, 6LoWPAN, CoAP, RPL, Secure Storage, IDS, DTLS, IPsec
National Category
Engineering and Technology
Research subject
Computer Science
Identifiers
urn:nbn:se:mdh:diva-18863 (URN)978-91-7485-110-6 (ISBN)
Public defence
2013-06-05, Kappa, Mälardalens högskola, Västerås, 10:15 (English)
Opponent
Supervisors
Available from: 2013-05-02 Created: 2013-04-30 Last updated: 2019-12-19Bibliographically approved

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