A Heuristic Virtual Machine Scheduling Method for Load Balancing in Fog-Cloud Computing

被引:17
|
作者
Xu, Xiaolong [1 ,2 ,3 ,4 ]
Liu, Qingxiang [1 ,2 ]
Qi, Lianyong [5 ]
Yuan, Yuan [4 ]
Dou, Wanchun [3 ]
Liu, Alex X. [1 ,4 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Jiangsu Engn Ctr Network Monitoring, Nanjing, Jiangsu, Peoples R China
[3] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
[4] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[5] Qufu Normal Univ, Sch Informat Sci & Engn, Qufu, Peoples R China
基金
美国国家科学基金会;
关键词
VM scheduling; VM placement; load balancing; fog computing; cloud;
D O I
10.1109/BDS/HPSC/IDS18.2018.00030
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 computing is emerging as a powerful and popular computing paradigm, which extends cloud computing paradigm to enable the service execution in the edge network. The mobile and IoT (Internet of Things) applications could choose the computing nodes in both fog and cloud for resource provisioning. Generally, load balancing is one of the key factors to achieve resource efficiency and avoid bottleneck, overloaded and low-load resource usage. However, it is still a challenge to realize the load balancing for the computing nodes in the fog-cloud environment. In view of this challenge, a Virtual Machine (VM) scheduling method for load balancing in fog-cloud computing is proposed in this paper. Technically, a resource model and a load balancing model are analyzed first. Then a heuristic VM scheduling method is designed through VM placement and dynamic VM scheduling by leveraging the VM live migration technique. Consequentially, experimental evaluation and comparison analysis are conducted to validate the efficiency and effectiveness of our proposed method.
引用
收藏
页码:83 / 88
页数:6
相关论文
共 50 条
  • [1] A Method for Load Balancing and Energy Optimization in Cloud Computing Virtual Machine Scheduling
    Chandravanshi, Kamlesh
    Soni, Gaurav
    Mishra, Durgesh Kumar
    ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, UKCI 2023, 2024, 1453 : 325 - 335
  • [2] A heuristic scheduling approach for fog-cloud computing environment with stationary IoT devices
    Aburukba, Raafat O.
    Landolsi, Taha
    Omer, Dalia
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 180
  • [3] A heuristic scheduling approach for fog-cloud computing environment with stationary IoT devices
    Aburukba, Raafat O.
    Landolsi, Taha
    Omer, Dalia
    Journal of Network and Computer Applications, 2021, 180
  • [4] Advancements in heuristic task scheduling for IoT applications in fog-cloud computing: challenges and prospects
    Alsadie, Deafallah
    PEERJ COMPUTER SCIENCE, 2024, 10
  • [5] Dynamics Load Balancing in Virtual Machine for Cloud Computing
    Ismail, Mohd Badrulhisham
    Rahmat, Mohd Khairil
    Hashim, Habibah
    Yusof, Yusnani Mohd
    5TH INTERNATIONAL CONFERENCE ON GREEN DESIGN AND MANUFACTURE 2019 (ICONGDM 2019), 2019, 2129
  • [6] Reliable scheduling and load balancing for requests in cloud-fog computing
    Fayez Alqahtani
    Mohammed Amoon
    Aida A. Nasr
    Peer-to-Peer Networking and Applications, 2021, 14 : 1905 - 1916
  • [7] Reliable scheduling and load balancing for requests in cloud-fog computing
    Alqahtani, Fayez
    Amoon, Mohammed
    Nasr, Aida A.
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2021, 14 (04) : 1905 - 1916
  • [8] A Load Balancing Algorithm for Virtual Machines Scheduling in Cloud Computing
    Liu, Li
    Qiu, Zhe
    Dong, Jie
    2017 9TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION AND CONTROL (ICMIC 2017), 2017, : 471 - 475
  • [9] A Load-Balanced Task Scheduling in Fog-Cloud Architecture: A Machine Learning Approach
    Keshri, Rashmi
    Vidyarthi, Deo Prakash
    SOFT COMPUTING AND ITS ENGINEERING APPLICATIONS, PT 1, ICSOFTCOMP 2023, 2024, 2030 : 129 - 140
  • [10] Virtual Machine Migration Implementation in Load Balancing for Cloud Computing
    Razali, Rabiatul Addawiyah Mat
    Ab Rahman, Ruhani
    Zaini, Norliza
    Samad, Mustaffa
    2014 5TH INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEMS (ICIAS 2014), 2014,