Djokanovic, Emilija and Munari, Andrea and 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. doi: 10.1109/MetroAutomotive61329.2024.10615299. ISBN 9798350384987.
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Abstract
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.
| Item URL in elib: | https://elib.dlr.de/204491/ | ||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||
| Title: | Distributed Access by Multiple Sources for Age of Information Minimization Over a Finite Horizon | ||||||||||||||||
| Authors: |
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| Date: | 6 August 2024 | ||||||||||||||||
| Journal or Publication Title: | 4th IEEE International Workshop on Metrology for Automotive, MetroAutomotive 2024 | ||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||
| Open Access: | Yes | ||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||
| DOI: | 10.1109/MetroAutomotive61329.2024.10615299 | ||||||||||||||||
| ISBN: | 9798350384987 | ||||||||||||||||
| Status: | Published | ||||||||||||||||
| Keywords: | Age of information; Sensor networks; Game theory; Real-time applications; Vehicular networks | ||||||||||||||||
| Event Title: | IEEE MetroAutomotive Conference | ||||||||||||||||
| Event Location: | Bologna, Italy | ||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||
| Event Date: | 24 June 2024 | ||||||||||||||||
| Organizer: | IEEE | ||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||
| HGF - Program Themes: | Communication, Navigation, Quantum Technology | ||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||
| DLR - Program: | R KNQ - Communication, Navigation, Quantum Technology | ||||||||||||||||
| DLR - Research theme (Project): | R - Global Connectivity for People and Machines | ||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||
| Institutes and Institutions: | Institute of Communication and Navigation > Satellite Networks | ||||||||||||||||
| Deposited By: | Munari, Dr. Andrea | ||||||||||||||||
| Deposited On: | 29 May 2024 13:32 | ||||||||||||||||
| Last Modified: | 11 Feb 2025 14:00 |
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