Latency-Aware Application Module Management for Fog Computing Environments

被引:160
|
作者
Mahmud, Redowan [1 ]
Ramamohanarao, Kotagiri [1 ]
Buyya, Rajkumar [1 ]
机构
[1] Univ Melbourne, Sch Comp & Informat Syst, Cloud Comp & Distributed Syst CLOUDS Lab, Parkville Campus, Melbourne, Vic 3010, Australia
关键词
Internet of things; fog computing; application management; latency awareness; application placement; resource optimization; application QoS; SIMULATION; INTERNET; TOOLKIT; THINGS; IOT;
D O I
10.1145/3186592
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fog computing paradigm has drawn significant research interest as it focuses on bringing cloud-based services closer to Internet of Things (IoT) users in an efficient and timely manner. Most of the physical devices in the fog computing environment, commonly named fog nodes, are geographically distributed, resource constrained, and heterogeneous. To fully leverage the capabilities of the fog nodes, large-scale applications that are decomposed into interdependent Application Modules can be deployed in an orderly way over the nodes based on their latency sensitivity. In this article, we propose a latency-aware Application Module management policy for the fog environment that meets the diverse service delivery latency and amount of data signals to be processed in per unit of time for different applications. The policy aims to ensure applications' Quality of Service (QoS) in satisfying service delivery deadlines and to optimize resource usage in the fog environment. We model and evaluate our proposed policy in an iFogSim-simulated fog environment. Results of the simulation studies demonstrate significant improvement in performance over alternative latency-aware strategies.
引用
收藏
页数:21
相关论文
共 50 条
  • [31] Latency-Aware Horizontal Computation Offloading for Parallel Processing in Fog-Enabled IoT
    Deb, Pallav Kumar
    Misra, Sudip
    Mukherjee, Anandarup
    IEEE SYSTEMS JOURNAL, 2022, 16 (02): : 2537 - 2544
  • [32] Energy and Latency-Aware Resource Management for UAV-Assisted Mobile Edge Computing Against Jamming
    Shao, Ziling
    Yang, Helin
    Xiao, Liang
    Su, Wei
    Xiong, Zehui
    IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM, 2023, : 1848 - 1853
  • [33] A latency-aware and energy-efficient computation offloading in mobile fog computing: a hidden Markov model-based approach
    Fatemeh Jazayeri
    Ali Shahidinejad
    Mostafa Ghobaei-Arani
    The Journal of Supercomputing, 2021, 77 : 4887 - 4916
  • [34] RLP: Power Management Based on a Latency-Aware Roofline Model
    Wang, Bo
    Kozhokanova, Anara
    Terboven, Christian
    Mueller, Matthias
    2023 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM, IPDPS, 2023, : 446 - 456
  • [35] Montgolfier: Latency-Aware Power Management System for Heterogeneous Servers
    Cai, Haoran
    Cao, Qiang
    Sheng, Feng
    Zhang, Manyi
    Qi, Chuanyi
    Yao, Jie
    Xie, Changsheng
    2016 IEEE 35TH INTERNATIONAL PERFORMANCE COMPUTING AND COMMUNICATIONS CONFERENCE (IPCCC), 2016,
  • [36] Latency-Aware Power Management in Software-Defined Radios
    Malm, Nicolas
    Ruttik, Kalle
    Tirkkonen, Olav
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2020, 2020
  • [37] Latency-Aware Control for Wireless Cloud-Fog Automation: Framework and Case Study
    Lyu, Honghao
    Pang, Zhibo
    Bengtsson, Anna
    Nilsson, Sofie
    Isaksson, Alf J.
    Yang, Geng
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2024,
  • [38] Latency-Aware Dynamic Second Offloading Service in SDN-Based Fog Architecture
    AlShathri, Samah Ibrahim
    Hassan, Dina S. M.
    Chelloug, Samia Allaoua
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (01): : 1501 - 1526
  • [39] QueryGuard: Privacy-preserving Latency-aware Query Optimization for Edge Computing
    Xu, Runhua
    Palanisamy, Balaji
    Joshi, James
    2018 17TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (IEEE TRUSTCOM) / 12TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (IEEE BIGDATASE), 2018, : 1097 - 1106
  • [40] JANUS: Latency-Aware Traffic Scheduling for IoT Data Streaming in Edge Environments
    Wen, Zhenyu
    Yang, Renyu
    Qian, Bin
    Xuan, Yubo
    Lu, Lingling
    Wang, Zheng
    Peng, Hao
    Xu, Jie
    Zomaya, Albert Y.
    Ranjan, Rajiv
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2023, 16 (06) : 4302 - 4316