Optimizing Age-of-Information in Adversarial and Stochastic Environments

被引:5
|
作者
Sinha, Abhishek [1 ]
Bhattacharjee, Rajarshi [2 ,3 ]
机构
[1] Tata Inst Fundamental Res, Sch Technol & Comp Sci, Mumbai 400005, Maharashtra, India
[2] Indian Inst Technol Madras, Chennai 600036, Tamil Nadu, India
[3] Univ Massachusetts, Coll Informat & Comp Sci, Amherst, MA 01003 USA
关键词
Stochastic processes; Measurement; Optimal scheduling; Wireless communication; Channel models; Job shop scheduling; Cellular networks; Age-of-information; competitive analysis; optimal scheduling; fundamental limits; WIRELESS NETWORKS; USER MOBILITY; POWER-CONTROL; COMMUNICATION; THROUGHPUT; ALGORITHMS; CAPACITY; MODEL;
D O I
10.1109/TIT.2022.3183045
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We design efficient online scheduling policies to maximize the freshness of information delivered to the users in a cellular network under both adversarial and stochastic channel and mobility assumptions. The information freshness achieved by a policy is investigated through the lens of a recently proposed metric - Age-of-Information (AoI). We show that a natural greedy scheduling policy is competitive against any optimal offline policy in minimizing the AoI in the adversarial setting. We also derive universal lower bounds to the competitive ratio achievable by any online policy in the adversarial framework. In the stochastic setting, we show that a simple index policy is near-optimal for minimizing the average AoI in two different mobility scenarios. Further, we prove that the greedy scheduling policy minimizes the peak AoI for static users in the stochastic setting. Simulation results show that the proposed policies perform well under realistic conditions.
引用
收藏
页码:6860 / 6880
页数:21
相关论文
共 50 条
  • [1] Optimizing Age-of-Information in a Multi-class Queueing System
    Huang, Longbo
    Modiano, Eytan
    2015 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2015, : 1681 - 1685
  • [2] Evaluating Peak Age-of-Information via Stochastic Hybrid Systems
    Asvadi, Sepehr
    Ashtiani, Farid
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (12) : 16923 - 16928
  • [3] Optimizing Age-of-Information and Energy Efficiency Tradeoff for Mobile Pushing Notifications
    Nath, Samrat
    Wu, Jingxian
    Yang, Jing
    2017 IEEE 18TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC), 2017,
  • [4] Fundamental Limits of Age-of-Information in Stationary and Non-stationary Environments
    Banerjee, Subhankar
    Bhattacharjee, Rajarshi
    Sinha, Abhishek
    2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, : 1741 - 1746
  • [5] Age-of-Information Bandits
    Bhandari, Kavya
    Fatale, Santosh
    Narula, Urvidh
    Moharir, Sharayu
    Hanawal, Manjesh Kumar
    2020 18TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT), 2020,
  • [6] Correlated Age-of-Information Bandits
    Juneja, Ishank
    Fatale, Santosh
    Moharir, Sharayu
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [7] Age-of-Information in the Presence of Error
    Chen, Kun
    Huang, Longbo
    2016 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, 2016, : 2579 - 2583
  • [8] Regret of Age-of-Information Bandits
    Fatale, Santosh
    Bhandari, Kavya
    Narula, Urvidh
    Moharir, Sharayu
    Hanawal, Manjesh K.
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2022, 70 (01) : 87 - 100
  • [9] Average Age-of-Information with a Backup Information Source
    Gindullina, Elvina
    Badia, Leonardo
    Gunduz, Deniz
    2019 IEEE 30TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2019, : 445 - 450
  • [10] VALIDITY OF THE TERM AGE-OF-INFORMATION
    ROSENFELD, A
    SMITHSONIAN, 1982, 13 (04) : 16 - &