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Collaborative smart environmental monitoring using flying edge intelligence
Istanbul Technical University, Department of Computer Engineering, Istanbul, Turkey.
Institute of Information Systems Engineering, Vienna University of Technology, Vienna, Austria.
Umeå University, Faculty of Science and Technology, Department of Computing Science. University of Vienna, Faculty of Computer Science, Vienna, Austria.
Istanbul Technical University, Department of Computer Engineering, Istanbul, Turkey.
2023 (English)In: Proceedings - IEEE global communications conference, GLOBECOM, Institute of Electrical and Electronics Engineers (IEEE), 2023, p. 5336-5341Conference paper, Published paper (Refereed)
Abstract [en]

Smart environmental monitoring is crucial for public health and ecological balance as it enables us to monitor and react to environmental hazards. However, effective environmental monitoring can be hindered by the lack of infrastructure and high monetary costs. These challenges are even more pronounced in remote areas, where networking and energy sources are often limited or nonexistent. To address these challenges, we utilize UAVs to form a FANET which can provide effective communication infrastructure suitable for environment monitoring. Moreover, we utilize Edge Intelligence at these UAVs to increase the processing speed and reduce the data size that needs to be transmitted. Our results show that, compared to statically placed gateways, our solution is able to attain similar average age of information for monitoring results while also significantly increasing system capacity.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2023. p. 5336-5341
Series
IEEE Global Communications Conference, ISSN 23340983, E-ISSN 25766813
Keywords [en]
Age of Information, Flying Ad-Hoc Networks, Flying Edge Intelligence, Smart Environmental Monitoring, Value of Information
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:umu:diva-222573DOI: 10.1109/GLOBECOM54140.2023.10436927Scopus ID: 2-s2.0-85187318759ISBN: 9798350310900 (electronic)OAI: oai:DiVA.org:umu-222573DiVA, id: diva2:1849706
Conference
2023 IEEE Global Communications Conference, GLOBECOM 2023, Kuala Lumpur, Malaysia, 4-8 December 2023.
Available from: 2024-04-08 Created: 2024-04-08 Last updated: 2024-04-08Bibliographically approved

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Aral, Atakan

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CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf