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Onboard Spectral Analysis for Low-complexity IoT Devices

Grimaldi, Simone (author)
Mittuniversitetet,Institutionen för informationssystem och –teknologi
Martenvormfelde, Lukas (author)
Ostwestfalen-Lippe University of Applied Sciences, 326 57 Lemgo, Germany
Mahmood, Aamir, 1980- (author)
Mittuniversitetet,Institutionen för informationssystem och –teknologi
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Gidlund, Mikael, 1972- (author)
Mittuniversitetet,Institutionen för informationssystem och –teknologi
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 (creator_code:org_t)
2020
2020
English.
In: IEEE Access. - 2169-3536. ; 8, s. 43027-43045
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • The lack of coordinated spectrum access for IoT wireless technologies in unlicensed bands creates inefficient spectrum usage and poses growing concerns in several IoT applications. Spectrum awareness becomes then crucial, especially in the presence of strict quality-of-service (QoS) requirements and mission-critical communication. In this work, we propose a lightweight spectral analysis framework designed for strongly resource-constrained devices, which are the norm in IoT deployments. The proposed solution enables model-based reconstruction of the spectrum of single radio-bursts entirely onboard without DFT processing. The spectrum sampling exploits pattern-based frequency sweeping, which enables the spectral analysis of short radio-bursts while minimizing the sampling error induced by non-ideal sensing hardware. We carry out an analysis of the properties of such sweeping patterns, derive useful theoretical error bounds, and explain how to design optimal patterns for radio front-ends with different characteristics. The experimental campaign shows that the proposed solution enables the estimation of central frequency, bandwidth, and spectral shape of signals at runtime by using a strongly hardware-limited radio platform. Finally, we test the potential of the proposed solution in combination with a proactive blacklisting scheme, allowing a substantial improvement in real-time QoS of a radio link under interference.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)

Keyword

Spectral analysis
Radio frequency
Interference
Band-pass filters
Quality of service
Microwave filters
Hardware
Central frequency estimation
cognitive radio
dynamic spectrum access
interference
Internet-of-things
jamming
spectral analysis
spectrum sensing
unlicensed bands
wireless coexistence

Publication and Content Type

ref (subject category)
art (subject category)

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Grimaldi, Simone
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ENGINEERING AND TECHNOLOGY
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IEEE Access
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Mid Sweden University

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