Timely Information Updates for the Internet of Things with Serverless Computing

被引:4
|
作者
Wakisaka, Sonori [1 ]
Chiang, Yi-Han [1 ]
Lin, Hai [1 ]
Ji, Yusheng [2 ]
机构
[1] Osaka Prefecture Univ, Dept Elect & Informat Syst, Osaka, Japan
[2] Natl Inst Informat, Informat Syst Architecture Sci Res Div, Tokyo, Japan
关键词
Age of information (AoI); information freshness; Internet of Things (IoT); function as a service (FaaS); serverless computing; integer linear programming (ILP); AGE;
D O I
10.1109/ICC42927.2021.9500618
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The proliferation of the Internet of Things (IoT) applications has resulted in the ever-increasing research attention in recent years. In light of the sensitivity to latency in various IoT applications, the age of information (AoI) has been widely regarded as a promising performance metric to quantify the timeliness (i.e., freshness or age) of information updates from IoT devices. In addition, serverless computing (also known as function as a service (FaaS)) evolves as a highly scalable and flexible computing architecture that can facilitate timely IoT analytics. In fact, the execution of serverless functions may rely on the data collected from IoT devices, therefore the freshness of information updates of IoT devices has prompt impacts on the age of service (AoS) of serverless functions. Although existing works have been devoted to various aspects of serverless computing, the issues regarding how information updates affect the AoS of serverless functions are rarely investigated. In this paper, we address the information update delivery and acquisition (IUDA) problem for IoT with serverless computing and formulate it an integer linear program (ILP), the objective of which is to minimize a weighted sum of AoS of serverless functions. To cope with the IUDA problem, we propose an offline and an online algorithm for scheduling information updates with and without the knowledge of the arrivals of serverless functions, respectively. Our simulation results demonstrate that the proposed solutions outperform existing solutions in terms of the AoS performance and effectively provide serverless functions with timely information updates under various parameter settings.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Serverless computing for Internet of Things: A systematic literature review
    Setti Cassel, Gustavo Andre
    Rodrigues, Vinicius Facco
    Righi, Rodrigo da Rosa
    Bez, Marta Rosecler
    Nepomuceno, Andressa Cruz
    da Costa, Cristiano Andre
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2022, 128 : 299 - 316
  • [2] A Decentralized Framework for Serverless Edge Computing in the Internet of Things
    Cicconetti, Claudio
    Conti, Marco
    Passarella, Andrea
    [J]. IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 18 (02): : 2166 - 2180
  • [3] Workflow Scheduling in Serverless Edge Computing for the Industrial Internet of Things: A Learning Approach
    Xie, Renchao
    Gu, Dier
    Tang, Qinqin
    Huang, Tao
    Yu, Fei Richard
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 19 (07) : 8242 - 8252
  • [4] Resource Allocation and Pricing in Energy Harvesting Serverless Computing Internet of Things Networks
    Li, Yunqi
    Yang, Changlin
    [J]. INFORMATION, 2024, 15 (05)
  • [5] DEVICELESS: A SERVERLESS APPROACH FOR THE INTERNET OF THINGS
    Benomar, Zakaria
    Longo, Francesco
    Merlino, Giovanni
    Puliafito, Antonio
    [J]. 2021 ITU KALEIDOSCOPE CONFERENCE: CONNECTING PHYSICAL AND VIRTUAL WORLDS (ITU K), 2021, : XXXIX - XLVI
  • [6] Reliable Firmware Updates for the Information-Centric Internet of Things
    Guendogan, Cenk
    Amsuess, Christian
    Schmidt, Thomas C.
    Waehlisch, Matthias
    [J]. PROCEEDINGS OF THE 2021 8TH ACM CONFERENCE ON INFORMATION-CENTRIC NETWORKING (ICN '21), 2021, : 59 - 70
  • [7] Distributed Task Scheduling in Serverless Edge Computing Networks for the Internet of Things: A Learning Approach
    Tang, Qinqin
    Xie, Renchao
    Yu, Fei Richard
    Chen, Tianjiao
    Zhang, Ran
    Huang, Tao
    Liu, Yunjie
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (20): : 19634 - 19648
  • [8] Decode-and-Forward Short-Packet Relaying in the Internet of Things: Timely Status Updates
    Zheng, Dongsheng
    Yang, Yuli
    Wei, Lai
    Jiao, Bingli
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (12) : 8423 - 8437
  • [9] EDGE COMPUTING AND CONTEXTUAL INFORMATION FOR THE INTERNET OF THINGS SENSORS
    Turlapati, Lavanya
    Hinds, Nigel
    Nair, Dhruv
    Klein, Levente J.
    [J]. PROCEEDINGS OF THE ASME INTERNATIONAL TECHNICAL CONFERENCE AND EXHIBITION ON PACKAGING AND INTEGRATION OF ELECTRONIC AND PHOTONIC MICROSYSTEMS, 2017, 2017,
  • [10] Age of Information-Aware Scheduling for Timely and Scalable Internet of Things Applications
    Corneo, Lorenzo
    Rohner, Christian
    Gunningberg, Per
    [J]. IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (IEEE INFOCOM 2019), 2019, : 2476 - 2484