Optimization-based workload distribution in geographically distributed data centers: A survey

被引:13
|
作者
Ahmad, Iftikhar [1 ,2 ]
Khalil, Muhammad Imran Khan [1 ]
Shah, Syed Adeel Ali [1 ]
机构
[1] Univ Engn & Technol, Dept Comp Sci & Informat Technol, Peshawar, Pakistan
[2] Univ Engn & Technol, Natl Ctr Big Data & Cloud Comp, Peshawar, Pakistan
关键词
cloud computing; energy efficiency; geographical load balancing; workload distribution; VIRTUAL MACHINE MIGRATION; POWER MANAGEMENT; FAULT-TOLERANCE; ENERGY-COST; ALGORITHMS; MINIMIZATION; CHALLENGES;
D O I
10.1002/dac.4453
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Energy efficiency is a contemporary and challenging issue in geographically distributed data centers. These data centers consume significantly high energy and cast a negative impact on the energy resources and environment. To minimize the energy cost and the environmental impacts, Internet service providers use different approaches such as geographical load balancing (GLB). GLB refers to the placement of data centers in diverse geolocations to exploit variations in electricity prices with the objective to minimize the total energy cost. GLB helps to minimize the overall energy cost, achieve quality of service, and maximize resource utilization in geo-distributed data centers by employing optimal workload distribution and resource utilization in the real time. In this paper, we summarize various optimization-based workload distribution strategies and optimization techniques proposed in recent research works based on commonly used optimization factors such as workload type, load balancer, availability of renewable energy, energy storage, and data center server specification in geographically distributed data centers. The survey presents a systemized and a novel taxonomy of workload distribution in data centers. Moreover, we also debate various challenges and open research issues along with their possible solutions.
引用
下载
收藏
页数:33
相关论文
共 50 条
  • [1] Energy Efficient Indivisible Workload Distribution in Geographically Distributed Data Centers
    Khalil, Muhammad Imran Khan
    Ahmad, Iftikhar
    Almazroi, Abdulwahab Ali
    IEEE ACCESS, 2019, 7 : 82672 - 82680
  • [2] A Survey on Replica Transfer Optimization Schemes in Geographically Distributed Data Centers
    Fatemipour, Bita
    Zhang, Zhe
    St-Hilaire, Marc
    IEEE Transactions on Network and Service Management, 2024, 21 (06): : 6301 - 6317
  • [3] Energy and Network Aware Workload Management for Geographically Distributed Data Centers
    Hogade, Ninad
    Pasricha, Sudeep
    Siegel, Howard Jay
    IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2022, 7 (02): : 400 - 413
  • [4] Green-Aware Workload Scheduling in Geographically Distributed Data Centers
    Chen, Changbing
    He, Bingsheng
    Tang, Xueyan
    2012 IEEE 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), 2012,
  • [5] Efficient Workload Management in Geographically Distributed Data Centers Leveraging Autoregressive Models
    Altomare, Albino
    Cesario, Eugenio
    Mastroianni, Carlo
    NUMERICAL COMPUTATIONS: THEORY AND ALGORITHMS (NUMTA-2016), 2016, 1776
  • [6] Energy Cost Optimization for Geographically Distributed Heterogeneous Data Centers
    Jonardi, Eric
    Oxley, Mark A.
    Pasricha, Sudeep
    Maciejewski, Anthony A.
    Siegel, Howard Jay
    2015 SIXTH INTERNATIONAL GREEN COMPUTING CONFERENCE AND SUSTAINABLE COMPUTING CONFERENCE (IGSC), 2015,
  • [7] The cloud of geographically distributed data centers
    Fedchenkov, Petr
    Shevel, Andrey
    Khoruzhnikov, Sergey
    Sadov, Oleg
    Lazo, Oleg
    Samokhin, Nikitta
    23RD INTERNATIONAL CONFERENCE ON COMPUTING IN HIGH ENERGY AND NUCLEAR PHYSICS (CHEP 2018), 2019, 214
  • [8] Stochastic Programming for Cost Optimization in Geographically Distributed Internet Data Centers
    Wang, Peng
    Cao, Yujie
    Ding, Zhaohao
    Tang, Honghai
    Wang, Xuanyuan
    Cheng, Ming
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2022, 8 (04): : 1215 - 1232
  • [9] Thermal-aware optimization of workload distribution in data centers
    Wan, Shuai
    Almeida, Luis
    2012 IEEE INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND COMMUNICATIONS, CONFERENCE ON INTERNET OF THINGS, AND CONFERENCE ON CYBER, PHYSICAL AND SOCIAL COMPUTING (GREENCOM 2012), 2012, : 494 - 497
  • [10] Cost optimization of distributed data centers via computing workload distribution for next generation network systems
    Peng, Yuyang
    Li, Jun
    Hai, Han
    Jiang, Xue-Qin
    Al-Hazemi, Fawaz
    Park, Sangdon
    PHYSICAL COMMUNICATION, 2021, 46