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Concise paper: Towards On-board Radiometric Fingerprinting Fully Integrated on an Embedded System
Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Datorarkitektur och datorkommunikation. Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Datorteknik.ORCID-id: 0000-0003-3889-9579
Technische Universität Dresden.
Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Tekniska sektionen, Institutionen för elektroteknik, Nätverksbaserade inbyggda system. Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Datorarkitektur och datorkommunikation. Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Avdelningen för datorteknik. Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Datorteknik.ORCID-id: 0000-0002-2586-8573
Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Datorarkitektur och datorkommunikation. Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Avdelningen för datorteknik.ORCID-id: 0000-0002-1527-734X
2024 (engelsk)Inngår i: International Conference on Embedded Wireless Systems and Networks, EWSN , 2024Konferansepaper, Publicerat paper (Annet vitenskapelig)
Abstract [en]

Radiometric fingerprinting systems leverage unique physical-layer signal characteristics originating from individual hardware imperfections to identify transmitter devices. The pure passive nature of such mechanisms entirely relieves the overhead of identification and authentication operations from the end devices, which fits well with resource-constrained applications such as wireless sensor networks. However, existing systems are limited by the need for specialized hardware and non-trivial computations to extract fingerprinting features, hindering their pervasive deployment. For the first time, we ask the question whether it is feasible to implement an entire radiometric fingerprinting system on a low-cost and low-power embedded SoC. We introduce ORF, which demonstrates the feasibility of such a system on an embedded SoC that costs less than 6 dollars. Our experiments show that ORF achieves over 92% average accuracy on the task of identifying one out of 32 different transmitter devices.

sted, utgiver, år, opplag, sider
EWSN , 2024.
Emneord [en]
Embedded systems, Physical-layer security, Radio frequency fingerprint
HSV kategori
Identifikatorer
URN: urn:nbn:se:uu:diva-515942Scopus ID: 2-s2.0-85214886028OAI: oai:DiVA.org:uu-515942DiVA, id: diva2:1811993
Konferanse
21st International Conference on Embedded Wireless Systems and Networks, EWSN 2024, Abu Dhabi, 10-13 December, 2024
Merknad

De två första författarna delar förstaförfattarskapet

Tilgjengelig fra: 2023-11-15 Laget: 2023-11-15 Sist oppdatert: 2026-02-23bibliografisk kontrollert
Inngår i avhandling
1. Design and Identification of Wireless Transmitters for a Low-power and Secure Internet of Things
Åpne denne publikasjonen i ny fane eller vindu >>Design and Identification of Wireless Transmitters for a Low-power and Secure Internet of Things
2023 (engelsk)Doktoravhandling, med artikler (Annet vitenskapelig)
Abstract [en]

Wireless communication is a key enabler for connecting billions of Internet of Things devices. For networked embedded devices operating on limited energy resources, wireless communication dominates the power consumption. Moreover, as networked devices increasingly handle sensitive data, security concerns in wireless communication are continuously expanding. This dissertation develops novel solutions for low-power and secure wireless communication. 

Wireless transmitters consist of a series of steps, involving both analog and digital components, each playing a distinct role in the transmit chain. Conventional transmitters employ power-hungry analog components, leading to power consumption on the order of milliwatt. Backscatter transmitters significantly reduce communication power consumption to levels well below one milliwatt. This remarkable power efficiency is achieved by offloading power-hungry components to an external carrier emitter. However, backscatter transmitters encounter challenges in applications that demand medium to long communication range, because they rely heavily on powerful emitters in their proximity for an effective communication range. Instead of removing power-hungry components, our solution integrates the functions of these components into a low-power design. While still requiring an emitter, our transmitter does not reflect the carrier signal. Instead, we utilize a weak carrier signal to stabilize the transmitter, allowing a communication range of over one hundred meters even when the emitter is far away. This contribution takes a step forward in moving low-power communication beyond backscatter.

Passive radiometric fingerprinting leverages imperfections of hardware components to identify and authenticate transmitters. Its passive nature fits well to secure low-power transmitters operating within constrained resources. To enhance the viability of radiometric fingerprinting, we make three contributions in this dissertation to facilitate its widespread deployment. First, compared to conventional radios, low-power backscatter communication has a fundamentally different composition of hardware components in its transmit chain. In our work, we decompose fingerprints in a backscatter system for dual identification of tags and emitters. Beyond security purposes, recognizing the emitter embeds a notion of locality, enabling fingerprinting usage in backscatter network management tasks such as emitter coordination. Second, the dynamic nature of real-world wireless channels significantly impacts the robustness of fingerprinting. We decompose channel impacts and develop a hybrid system. This system employs pertinent strategies for different channel factors, ensuring reliable performance across complex wireless conditions. Lastly, based on the understanding of components' contributions to the transmit chain, we design a lightweight fingerprinting system. We demonstrate a complete implementation seamlessly integrated within the constraints of a single low-cost off-the-shelf chip. This contribution simplifies the conventionally bulky setup using sophisticated signal acquisition equipment and dedicated computer processing resources, which facilitates the practical deployment of fingerprinting on low-cost embedded devices.

sted, utgiver, år, opplag, sider
Uppsala: Acta Universitatis Upsaliensis, 2023. s. 75
Serie
Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology, ISSN 1651-6214 ; 2341
Emneord
Wireless transmitters, Wireless embedded systems, Physical-layer security, Radiometric fingerprinting, Radio frequency fingerprinting, Identification, Authentication, Backscatter communication, Internet of Things
HSV kategori
Forskningsprogram
Elektroteknik med inriktning mot nätverksbaserade inbyggda system; Datavetenskap med inriktning mot datorkommunikation
Identifikatorer
urn:nbn:se:uu:diva-515943 (URN)978-91-513-1973-5 (ISBN)
Disputas
2024-01-16, 101121, Sonja Lyttkens, Ångström, Regementsvägen 1, Uppsala, 09:00 (engelsk)
Opponent
Veileder
Tilgjengelig fra: 2023-12-11 Laget: 2023-11-21 Sist oppdatert: 2023-12-11

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