Elastic Provisioning of Network and Computing Resources at the Edge for IoT Services

被引:1
|
作者
Cardoso, Patricia [1 ]
Moura, Jose [2 ]
Marinheiro, Rui Neto [2 ]
机构
[1] Inst Univ Lisboa ISCTE IUL, Ave Forcas Armadas, P-1649026 Lisbon, Portugal
[2] Inst Univ Lisboa ISCTE IUL, Inst Telecomunicacoes, Dept Ciencias & Tecnol Informacao, Ave Forcas Armadas, P-1649026 Lisbon, Portugal
关键词
resource management; elastic provisioning; software-defined networking; internet of things; edge computing; container; self-activation; self-release; fog computing; scarce resources; SOFTWARE-DEFINED NETWORKING; ARCHITECTURE; VIRTUALIZATION; TECHNOLOGIES; INTERNET; SDN;
D O I
10.3390/s23052762
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The fast growth of Internet-connected embedded devices demands new system capabilities at the network edge, such as provisioning local data services on both limited network and computational resources. The current contribution addresses the previous problem by enhancing the usage of scarce edge resources. It designs, deploys, and tests a new solution that incorporates the positive functional advantages offered by software-defined networking (SDN), network function virtualization (NFV), and fog computing (FC). Our proposal autonomously activates or deactivates embedded virtualized resources, in response to clients' requests for edge services. Complementing existing literature, the obtained results from extensive tests on our programmable proposal show the superior performance of the proposed elastic edge resource provisioning algorithm, which also assumes an SDN controller with proactive OpenFlow behavior. According to our results, the maximum flow rate for the proactive controller is 15% higher; the maximum delay is 83% smaller; and the loss is 20% smaller compared to when the non-proactive controller is in operation. This improvement in flow quality is complemented by a reduction in control channel workload. The controller also records the time duration of each edge service session, which can enable the accounting of used resources per session.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] Orchestration of Optical Networks and Cloud/Edge Computing for IoT Services
    Munoz, R.
    Vilalta, R.
    Casellas, R.
    Martinez, R.
    Yoshikane, N.
    Tsuritani, T.
    Morita, I
    2019 24TH OPTOELECTRONICS AND COMMUNICATIONS CONFERENCE (OECC) AND 2019 INTERNATIONAL CONFERENCE ON PHOTONICS IN SWITCHING AND COMPUTING (PSC), 2019,
  • [22] Task Allocation in Extreme Edge Computing for Complex IoT Services
    El-Khatib, Rawan F.
    Elsayed, Sara A.
    Zorba, Nizar
    Hassanein, Hossam S.
    2024 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CCECE 2024, 2024, : 119 - 120
  • [23] Special issue on Intelligent software services for IoT and edge computing
    Yu, Jian
    Yongchareon, Sira
    Ghorashi, Seyed Ali
    Yu, Dongjin
    Journal of Reliable Intelligent Environments, 2022, 8 (01) : 1 - 1
  • [24] Share-to-Run IoT Services in Edge Cloud Computing
    Pham, Chuan
    Nguyen, Duong Tuan
    Njah, Yosra
    Tran, Nguyen H.
    Nguyen, Kim Khoa
    Cheriet, Mohamed
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (01): : 497 - 509
  • [25] On-Demand Provisioning of Wearable Sensors Data Processing Services in Edge Computing
    Nkenyereye, Lionel
    Lee, Boon Giin
    Go, Kentaro
    Mao, Xiaoyang
    Chung, Wan-Young
    2023 IEEE SENSORS, 2023,
  • [26] A Reinforcement Learning Algorithm for Resource Provisioning in Mobile Edge Computing Network
    Huynh Thi Thanh Binh
    Nguyen Phi Le
    Nguyen Binh Minh
    Trinh Thu Hai
    Ngo Quang Minh
    Do Bao Son
    2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [27] Elastic Provisioning of Internet of Things Services using Fog Computing: an Experience Report
    Zanni, Alessandro
    Forsstrom, Stefan
    Jennehag, Ulf
    Bellavista, Paolo
    2018 6TH IEEE INTERNATIONAL CONFERENCE ON MOBILE CLOUD COMPUTING, SERVICES, AND ENGINEERING (MOBILECLOUD 2018), 2018, : 17 - 22
  • [28] Resource Provisioning for IoT Services in the Fog
    Skarlat, Olena
    Schulte, Stefan
    Borkowski, Michael
    Leitner, Philipp
    2016 IEEE 9TH INTERNATIONAL CONFERENCE ON SERVICE-ORIENTED COMPUTING AND APPLICATIONS (SOCA), 2016, : 32 - 39
  • [29] Efficient Provisioning of IoT Energy Services
    Abusafia, Amani
    Bouguettaya, Athman
    Lakhdari, Abdallah
    SERVICE-ORIENTED COMPUTING, ICSOC 2024, PT I, 2025, 15404 : 125 - 132
  • [30] A Social Network Approach to Provisioning and Management of Cloud Computing Services for Enterprises
    Kuada, Eric
    Olesen, Henning
    CLOUD COMPUTING 2011: THE SECOND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, GRIDS, AND VIRTUALIZATION, 2011, : 98 - 104