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

被引:0
作者
Dokanovic, Emilija [1 ]
Munari, Andrea [2 ]
Badia, Leonardo [1 ]
机构
[1] Univ Padua, Dept Informat Engn, Padua, Italy
[2] German Aerosp Ctr DLR, Inst Commun & Nav, Berlin, Germany
来源
2024 IEEE INTERNATIONAL WORKSHOP ON METROLOGY FOR AUTOMOTIVE, METROAUTOMOTIVE 2024 | 2024年
关键词
Age of information; Sensor networks; Game theory; Real-time applications; Vehicular networks;
D O I
10.1109/METROAUTOMOTIVE61329.2024.10615299
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
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.
引用
收藏
页码:6 / 11
页数:6
相关论文
共 33 条
[1]   Age-Minimal Transmission for Energy Harvesting Sensors With Finite Batteries: Online Policies [J].
Arafa, Ahmed ;
Yang, Jing ;
Ulukus, Sennur ;
Poor, H. Vincent .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2020, 66 (01) :534-556
[2]   Game Theory for Networks [J].
Bacci, Giacomo ;
Lasaulce, Samson ;
Saad, Walid ;
Sanguinetti, Luca .
IEEE SIGNAL PROCESSING MAGAZINE, 2016, 33 (01) :94-119
[3]  
Badia L., 2014, P EUR WIR C, P19
[4]  
Badia L., 2021, P IEEE GLOB WORKSH G, P1
[5]   Correlation of Multiple Strategic Sources Decreases Their Age of Information Anarchy [J].
Badia, Leonardo ;
Crosara, Laura .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2024, 71 (07) :3403-3407
[6]   Analysis of Age of Information Under SR ARQ [J].
Badia, Leonardo .
IEEE COMMUNICATIONS LETTERS, 2023, 27 (09) :2308-2312
[7]   Age of Information From Two Strategic Sources Analyzed via Game Theory [J].
Badia, Leonardo .
2021 IEEE 26TH INTERNATIONAL WORKSHOP ON COMPUTER AIDED MODELING AND DESIGN OF COMMUNICATION LINKS AND NETWORKS (CAMAD), 2021,
[8]  
Baiocchi A, 2021, 2021 IFIP/IEEE INTERNATIONAL SYMPOSIUM ON INTEGRATED NETWORK MANAGEMENT (IM 2021), P1024
[9]   Network formation and anti-coordination games [J].
Bramoullé, Y ;
López-Pintado, D ;
Goyal, S ;
Vega-Redondo, F .
INTERNATIONAL JOURNAL OF GAME THEORY, 2004, 33 (01) :1-19
[10]   Harsanyi's Equilibrium Selection for Distributed Sources Minimizing Age of Information [J].
Dokanovic, Emilija ;
Munari, Andrea ;
Badia, Leonardo .
2024 22ND MEDITERRANEAN COMMUNICATION AND COMPUTER NETWORKING CONFERENCE, MEDCOMNET 2024, 2024,