Inter-and-Intra Data Center VM-Placement for Energy-Efficient Large-Scale Cloud Systems

被引:0
|
作者
Kantarci, Burak [1 ]
Foschini, Luca [2 ]
Corradi, Antonio [2 ]
Mouftah, Hussein T. [1 ]
机构
[1] Univ Ottawa, Sch Elect Engn & Comp Sci, Ottawa, ON K1N 6N5, Canada
[2] Univ Bologna, Dipartimento Elettron Informat & Sistemist, Bologna, Italy
关键词
Cloud computing; data center management; energy efficiency; virtual topology; VM placement; DEMAND;
D O I
暂无
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
Data centers play the crucial role in the delivery of Cloud services by enabling on-demand access to the shared resources such as software, platform, and infrastructure. Virtual Machine (VM) allocation is one of the challenging tasks in the data center management since user requirements, typically expressed as SLAs, have to be met with the minimum operational expenditure. Despite their huge processing and storage facilities, data centers are among the major contributors of the Green-House Gas (GHG) emissions of the IT services. In this paper, we propose a holistic approach for a large-scale Cloud system where the Cloud services are provisioned by several data centers interconnected over the backbone network. We propose a Mixed Integer Linear Programming (MILP) formulation that aims at virtualizing the backbone topology and placing the VMs in data centers with the objective of minimum power consumption. We compare our proposed solution with a benchmark MILP model which selects the closest data centers that can accommodate the user requests taking into account the CPU, memory, and bandwidth capacities of the residing physical hosts. Collected experimental results show the benefit of the proposed management scheme in terms of power consumption, resource utilization, and fairness for medium size data centers.
引用
收藏
页码:708 / 713
页数:6
相关论文
共 50 条
  • [31] Energy-Efficient Large-Scale Matrix Multiplication on FPGAs
    Matam, Kiran Kumar
    Prasanna, Viktor K.
    2013 INTERNATIONAL CONFERENCE ON RECONFIGURABLE COMPUTING AND FPGAS (RECONFIG), 2013,
  • [32] Optimal Virtual Machine Placement in Large-Scale Cloud Systems
    Teyeb, Hana
    Balma, Ali
    Ben Hadj-Alouane, Nejib
    Tata, Samir
    2014 IEEE 7TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD), 2014, : 425 - 432
  • [33] Large-Scale Energy-Efficient Graph Traversal: A Path to Efficient Data-Intensive Supercomputing
    Satish, Nadathur
    Kim, Changkyu
    Chhugani, Jatin
    Dubey, Pradeep
    2012 INTERNATIONAL CONFERENCE FOR HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS (SC), 2012,
  • [34] Energy-Efficient Power Allocation for Distributed Large-Scale MIMO Cloud Radio Access Networks
    Li, Pei-Rong
    Chang, Tain-Sao
    Peng, Kai-Ten
    2014 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2014, : 1856 - 1861
  • [35] An energy-efficient cloud data center architectural model for the national data center of Bangladesh
    Rongon, Rabab Khan
    Das, Krishna
    JOURNAL OF DISCRETE MATHEMATICAL SCIENCES & CRYPTOGRAPHY, 2024, 27 (06): : 1905 - 1917
  • [36] An energy-efficient data replica dynamic placement strategy for cloud storage
    Lin, Qingying
    Zhao, Yuelong
    ICIC Express Letters, 2016, 10 (02): : 425 - 431
  • [37] Towards energy-efficient storage placement in large scale sensor networks
    Xie, Lei
    Lu, Sanglu
    Cao, Yingchun
    Chen, Daoxu
    FRONTIERS OF COMPUTER SCIENCE, 2014, 8 (03) : 409 - 425
  • [38] SenCar: An energy-efficient data gathering mechanism for large-scale multihop sensor networks
    Ma, Ming
    Yang, Yuanyuan
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2007, 18 (10) : 1476 - 1488
  • [39] RMER: Reliable and Energy-Efficient Data Collection for Large-Scale Wireless Sensor Networks
    Dong, Mianxiong
    Ota, Kaoru
    Liu, Anfeng
    IEEE INTERNET OF THINGS JOURNAL, 2016, 3 (04): : 511 - 519
  • [40] Towards energy-efficient storage placement in large scale sensor networks
    Lei Xie
    Sanglu Lu
    Yingchun Cao
    Daoxu Chen
    Frontiers of Computer Science, 2014, 8 : 409 - 425