OffFog: An Approach to Support the Definition of Offloading Policies on Fog Computing

被引:1
|
作者
Melo, Savio [1 ]
Oliveira, Felipe [1 ]
Silva, Cicero [2 ]
Lopes, Paulo [1 ]
Aquino, Gibeon [1 ]
机构
[1] Univ Fed Rio Grande do Norte, Dept Informat & Appl Math DIMAp, BR-1524 Natal, RN, Brazil
[2] Fed Inst Educ Sci & Technol Paraiba, BR-227 Catole Do Rocha, PB, Brazil
关键词
EDGE; SECURITY; INTERNET; PRIVACY;
D O I
10.1155/2022/5331712
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
IoT devices deployed in Smart Cities usually have significant resource limitations. For this reason, offload tasks or data to other layers such as fog or cloud is regularly adopted to smooth out this issue. Although data offloading is a well-known aspect of fog computing, the specification of offloading policies is still an open issue due to the lack of clear guidelines. Therefore, we propose OffFog-an approach to guide the definition of data offloading policies in the context of fog computing. In order to evaluate OffFog, we extended the well-known simulator iFogSim and conducted an experimental study based on an urban surveillance system. The results demonstrated the benefits of implementing data offloading based on OffFog recommended policies. Furthermore, we identified the best configuration involving design decisions such as data compression, data criticality, and storage thresholds. The best configuration produced at least 76% improvement in network latency and 5% in the average execution time compared to the iFogSim default strategy. We believe these results represent a significant step towards establishing a systematic decision framework for data offloading policies in the context of fog computing.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] OffFog: An Approach to Support the Definition of Offloading Policies on Fog Computing
    Melo, Sávio
    Oliveira, Felipe
    Silva, Cícero
    Lopes, Paulo
    Aquino, Gibeon
    Wireless Communications and Mobile Computing, 2022, 2022
  • [2] An Offloading Approach in Fog Computing Environment
    Tang, Wenda
    Li, Shu
    Rafique, Wajid
    Dou, Wanchun
    Yu, Shui
    2018 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2018, : 857 - 864
  • [3] MTFCT: A task offloading approach for fog computing and cloud computing
    Jindal, Rajni
    Kumar, Neetesh
    Nirwan, Hitesh
    PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 145 - 149
  • [4] A Blockchain-Based Offloading Approach in Fog Computing Environment
    Tang, Wenda
    Zhao, Xuan
    Rafique, Wajid
    Dou, Wanchun
    2018 IEEE INT CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, UBIQUITOUS COMPUTING & COMMUNICATIONS, BIG DATA & CLOUD COMPUTING, SOCIAL COMPUTING & NETWORKING, SUSTAINABLE COMPUTING & COMMUNICATIONS, 2018, : 308 - 315
  • [5] Mobility Support for Fog Computing: An SDN Approach
    Bi, Yuanguo
    Han, Guangjie
    Lin, Chuan
    Deng, Qingxu
    Guo, Lei
    Li, Fuliang
    IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (05) : 53 - 59
  • [6] An Energy-Aware Offloading Clustering Approach (EAOCA) in Fog Computing
    Bozorgchenani, Arash
    Tarchi, Daniele
    Corazza, Giovanni Emanuele
    2017 INTERNATIONAL SYMPOSIUM ON WIRELESS COMMUNICATION SYSTEMS (ISWCS), 2017, : 390 - 395
  • [7] An evolutionary game approach to IoT task offloading in fog-cloud computing
    Mahini, Hamidreza
    Rahmani, Amir Masoud
    Mousavirad, Seyyedeh Mobarakeh
    JOURNAL OF SUPERCOMPUTING, 2021, 77 (06): : 5398 - 5425
  • [8] An evolutionary game approach to IoT task offloading in fog-cloud computing
    Hamidreza Mahini
    Amir Masoud Rahmani
    Seyyedeh Mobarakeh Mousavirad
    The Journal of Supercomputing, 2021, 77 : 5398 - 5425
  • [9] Task Offloading Decision in Fog Computing System
    Qiliang Zhu
    Baojiang Si
    Feifan Yang
    You Ma
    China Communications, 2017, 14 (11) : 59 - 68
  • [10] Distributed Computation Offloading in Mobile Fog Computing: A Deep Neural Network Approach
    Yang, Zhongjun
    Bai, Wenle
    IEEE COMMUNICATIONS LETTERS, 2022, 26 (03) : 696 - 700