Fog-Based Data Distribution Service (F-DAD) for Internet of Things (IoT) applications

被引:27
|
作者
Karatas, Firat [1 ]
Korpeoglu, Ibrahim [1 ]
机构
[1] Bilkent Univ, Dept Comp Engn, Ankara, Turkey
关键词
Internet of Things; Fog computing; Data placement; Cloud computing; Network topology; Data management; ELECTRICITY COST; BIG DATA; ALLOCATION;
D O I
10.1016/j.future.2018.10.039
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
With advances in technology, devices, machines, and appliances get smarter, more capable and connected to each other. This defines a new era called Internet of Things (IoT), consisting of a huge number of connected devices producing and consuming large amounts of data that may be needed by multiple IoT applications. At the same time, cloud computing and its extension to the network edge, fog computing, become an important way of storing and processing large amounts of data. Then, an important issue is how to transport, place, store, and process this huge amount of IoT data in an efficient and effective manner. In this paper, we propose a geographically distributed hierarchical cloud and fog computing based IoT architecture, and propose techniques for placing IoT data into the components, i.e., cloud and fog data centers, of the proposed architecture. Data is considered in different types and each type of data may be needed by multiple applications. Considering this fact, we model the data placement problem as an optimization problem and propose algorithms for efficient and effective placement of data generated and consumed by geographically distributed IoT nodes. Data used by multiple applications is stored only once in a location that is efficiently accessed by applications needing that type of data. We perform extensive simulation experiments to evaluate our proposal and the results show that our architecture and placement techniques can place and store data efficiently while providing good performance for applications and network in terms of access latency and bandwidth consumed. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:156 / 169
页数:14
相关论文
共 50 条
  • [1] From zero to fog: Efficient engineering of fog-based Internet of Things applications
    Pfandzelter, Tobias
    Hasenburg, Jonathan
    Bermbach, David
    SOFTWARE-PRACTICE & EXPERIENCE, 2021, 51 (08): : 1798 - 1821
  • [2] Trusted Execution Environments for Cloud/Fog-based Internet of Things Applications
    Gomes Valadares, Dalton Cezane
    Will, Newton Carlos
    Spohn, Marco Aurelio
    de Souza Santos, Danilo Freire
    Perkusich, Angelo
    Gorgonio, Kyller Costa
    CLOSER: PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND SERVICES SCIENCE, 2021, : 111 - 121
  • [3] Latency Estimation for Fog-based Internet of Things
    Li, Jianhua
    Zhang, Tiehua
    Jin, Jiong
    Yang, Yingying
    Yuan, Dong
    Gao, Longxiang
    2017 27TH INTERNATIONAL TELECOMMUNICATION NETWORKS AND APPLICATIONS CONFERENCE (ITNAC), 2017, : 212 - 217
  • [4] Fog-Based Internet of Things: A Security Scheme
    Alhazmi, Omar H.
    Aloufi, Khalid S.
    2019 2ND INTERNATIONAL CONFERENCE ON COMPUTER APPLICATIONS & INFORMATION SECURITY (ICCAIS), 2019,
  • [5] Studying and Analyzing the Fog-based Internet of Robotic Things
    El Menbawy, Noha
    Arafat, Hesham
    Saraya, Mohamed
    Ali-Eldin, Amr M. T.
    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
    KNOWLEDGE-BASED SYSTEMS, 2023, 265
  • [7] Bio-inspired Service Provisioning Scheme for Fog-based Industrial Internet of Things
    Ramli, Muhammad Rusyadi
    Daely, Philip Tobianto
    Lee, Jae-Min
    Kim, Dong-Seong
    2019 24TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2019, : 1661 - 1664
  • [8] A Fog-Based Service Enablement Architecture for Cross-Domain IoT Applications
    Chen, Nanxi
    Yang, Yang
    Li, Jin
    Zhang, Tao
    2017 IEEE FOG WORLD CONGRESS (FWC), 2017, : 43 - 48
  • [9] An Optimal Relay Scheme for Outage Minimization in Fog-Based Internet-of-Things (IoT) Networks
    Omoniwa, Babatunji
    Hussain, Riaz
    Adil, Muhammad
    Shakeel, Atif
    Tahir, Ahmed Kamal
    Ul Hasan, Qadeer
    Malik, Shahzad A.
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (02): : 3044 - 3054
  • [10] A Fog-Based Architecture for Latency-Sensitive Monitoring Applications in Industrial Internet of Things
    Benomar, Zakaria
    Campobello, Giuseppe
    Segreto, Antonino
    Battaglia, Filippo
    Longo, Francesco
    Merlino, Giovanni
    Puliafito, Antonio
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (03) : 1908 - 1918