An Optimal Relay Scheme for Outage Minimization in Fog-Based Internet-of-Things (IoT) Networks

被引:18
|
作者
Omoniwa, Babatunji [1 ]
Hussain, Riaz [2 ]
Adil, Muhammad [2 ]
Shakeel, Atif [2 ]
Tahir, Ahmed Kamal [2 ]
Ul Hasan, Qadeer [2 ]
Malik, Shahzad A. [2 ]
机构
[1] Natl Math Ctr, Comp Sci Programme, Abuja 118, Nigeria
[2] COMSATS Univ, Dept Elect Engn, Islamabad 45550, Pakistan
来源
IEEE INTERNET OF THINGS JOURNAL | 2019年 / 6卷 / 02期
关键词
Fog-based Internet of Things (IoT); nonconvex optimization; optimal relay selection strategy; outage probability; steepest descent method (SDM); OPTIMIZATION;
D O I
10.1109/JIOT.2018.2878609
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fog devices are beginning to play a key role in relaying data and services within the Internet-of-Things (IoT) ecosystem. These relays may be static or mobile, with the latter offering a new degree of freedom for performance improvement via careful relay mobility design. Besides that, power conservation has been a prevalent issue in IoT networks with devices being power-constrained, requiring optimal power-control mechanisms. In this paper, we consider a multitier fog-based IoT architecture where a mobile/static fog node acts as an amplify and forward relay that transmits received information from a sensor node to a higher hierarchically placed static fog device, which offers some localized services. The outage probability of the presented scenario was efficiently minimized by jointly optimizing the mobility pattern and the transmit power of the fog relay. A closed-form analytical expression for the outage probability was derived. Furthermore, due to the intractability and nonconvexity of the formulated problem, we applied an iterative algorithm based on the steepest descent method to arrive at a desirable objective. Simulations reveal that the outage probability was improved by 62.7% in the optimized-location fixed-power scheme, 79.3% in the optimized-power fixed-location scheme, and 94.2% in the optimized-location optimized-power scheme, as against the fixed-location and fixed-power scheme (i.e., without optimization). Lastly, we present an optimal relay selection strategy that chooses an appropriate relay node from randomly distributed relaying candidates.
引用
收藏
页码:3044 / 3054
页数:11
相关论文
共 50 条
  • [1] Fog-Based Internet of Things: A Security Scheme
    Alhazmi, Omar H.
    Aloufi, Khalid S.
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON COMPUTER APPLICATIONS & INFORMATION SECURITY (ICCAIS), 2019,
  • [2] A blockchain security scheme to support fog-based internet of things
    Mohapatra, Debasis
    Bhoi, Sourav Kumar
    Jena, Kalyan Kumar
    Nayak, Soumya Ranjan
    Singh, Akansha
    [J]. MICROPROCESSORS AND MICROSYSTEMS, 2022, 89
  • [3] Latency Estimation for Fog-based Internet of Things
    Li, Jianhua
    Zhang, Tiehua
    Jin, Jiong
    Yang, Yingying
    Yuan, Dong
    Gao, Longxiang
    [J]. 2017 27TH INTERNATIONAL TELECOMMUNICATION NETWORKS AND APPLICATIONS CONFERENCE (ITNAC), 2017, : 212 - 217
  • [4] Bio-inspired Service Provisioning Scheme for Fog-based Industrial Internet of Things
    Ramli, Muhammad Rusyadi
    Daely, Philip Tobianto
    Lee, Jae-Min
    Kim, Dong-Seong
    [J]. 2019 24TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2019, : 1661 - 1664
  • [5] Studying and Analyzing the Fog-based Internet of Robotic Things
    El Menbawy, Noha
    Arafat, Hesham
    Saraya, Mohamed
    Ali-Eldin, Amr M. T.
    [J]. 2020 21ST INTERNATIONAL ARAB CONFERENCE ON INFORMATION TECHNOLOGY (ACIT), 2020,
  • [6] Fault tolerance in fog-based Social Internet of Things
    Mohammadi, Venus
    Rahmani, Amir Masoud
    Darwesh, Aso
    Sahafi, Amir
    [J]. KNOWLEDGE-BASED SYSTEMS, 2023, 265
  • [7] Fog-Based Data Distribution Service (F-DAD) for Internet of Things (IoT) applications
    Karatas, Firat
    Korpeoglu, Ibrahim
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 93 : 156 - 169
  • [8] SAC-FIIoT: Secure Access Control Scheme for Fog-Based Industrial Internet of Things
    Wazid, Mohammad
    Obaidat, Mohammad S.
    Das, Ashok Kumar
    Vijayakumar, Pandi
    [J]. 2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [9] Partial message verification in fog-based industrial Internet of things
    Yan, Haotian
    Hu, Haibo
    Ye, Qingqing
    [J]. COMPUTERS & SECURITY, 2023, 135
  • [10] From zero to fog: Efficient engineering of fog-based Internet of Things applications
    Pfandzelter, Tobias
    Hasenburg, Jonathan
    Bermbach, David
    [J]. SOFTWARE-PRACTICE & EXPERIENCE, 2021, 51 (08): : 1798 - 1821