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Distributed Access by Multiple Sources for Age of Information Minimization Over a Finite Horizon

Djokanovic, Emilija und Munari, Andrea und Badia, Leonardo (2024) Distributed Access by Multiple Sources for Age of Information Minimization Over a Finite Horizon. In: 4th IEEE International Workshop on Metrology for Automotive, MetroAutomotive 2024. IEEE MetroAutomotive Conference, 2024-06-24, Bologna, Italy. ISBN 9798350384987. (im Druck)

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Kurzfassung

Age of information (AoI) quantifies the freshness of updates in real time applications, such as vehicular networking or road traffic monitoring and control. This study explores the optimization of AoI over a finite horizon for multiple IoT devices independently tracking the same process of interest and reporting status updates. In this setting, the efficiency of distributed policies where sources probabilistically report their measurements is not adequate. Even assuming pre-defined rendez-vous transmission instants, if the choice about which one to utilize is left to the individual source, lack of coordination may arise, causing simultaneous transmissions (redundant and therefore inefficient) at times, and, consequently, other intervals where no node transmits. We investigate practical solutions to this problem inspired by random medium access techniques. Firstly, we introduce a protocol where no transmission instant is deserted thanks to carrier sensing. If no nodes choose to transmit, they all sense the channel as idle, and randomly revise their decision until at least one transmits. Subsequently, we explore an uneven spread of the transmission instants to balance the resulting scheduling. We measure the effectiveness of these improvements compared to full coordination. These techniques are shown to improve distributed policies by more than 20%, and in general offer valuable insights for future research on sensing in multi-source autonomic environments.

elib-URL des Eintrags:https://elib.dlr.de/204491/
Dokumentart:Konferenzbeitrag (Vortrag)
Titel:Distributed Access by Multiple Sources for Age of Information Minimization Over a Finite Horizon
Autoren:
AutorenInstitution oder E-Mail-AdresseAutoren-ORCID-iDORCID Put Code
Djokanovic, EmilijaUniversity of PadovaNICHT SPEZIFIZIERTNICHT SPEZIFIZIERT
Munari, AndreaAndrea.Munari (at) dlr.dehttps://orcid.org/0000-0003-1506-2792NICHT SPEZIFIZIERT
Badia, LeonardoUniversity of PadovaNICHT SPEZIFIZIERTNICHT SPEZIFIZIERT
Datum:2024
Erschienen in:4th IEEE International Workshop on Metrology for Automotive, MetroAutomotive 2024
Referierte Publikation:Ja
Open Access:Ja
Gold Open Access:Nein
In SCOPUS:Ja
In ISI Web of Science:Ja
ISBN:9798350384987
Status:im Druck
Stichwörter:Age of information; Sensor networks; Game theory; Real-time applications; Vehicular networks
Veranstaltungstitel:IEEE MetroAutomotive Conference
Veranstaltungsort:Bologna, Italy
Veranstaltungsart:internationale Konferenz
Veranstaltungsdatum:24 Juni 2024
Veranstalter :IEEE
HGF - Forschungsbereich:Luftfahrt, Raumfahrt und Verkehr
HGF - Programm:Raumfahrt
HGF - Programmthema:Kommunikation, Navigation, Quantentechnologien
DLR - Schwerpunkt:Raumfahrt
DLR - Forschungsgebiet:R KNQ - Kommunikation, Navigation, Quantentechnologie
DLR - Teilgebiet (Projekt, Vorhaben):R - Global Connectivity for People and Machines
Standort: Oberpfaffenhofen
Institute & Einrichtungen:Institut für Kommunikation und Navigation > Satellitennetze
Hinterlegt von: Munari, Dr. Andrea
Hinterlegt am:29 Mai 2024 13:32
Letzte Änderung:13 Nov 2024 15:22

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