Utilization aware and network I/O intensive virtual machine placement policies for cloud data center

被引:11
|
作者
Karmakar, Kamalesh [1 ]
Banerjee, Somrita [1 ]
Das, Rajib K. [1 ]
Khatua, Sunirmal [1 ]
机构
[1] Univ Calcutta, Dept Comp Sci & Engn, JD-2,JD Block,Sect 3,Bidhannagar, Kolkata 700106, India
关键词
Cloudcomputing; Virtualmachineplacement; Datacenternetworks; Meta-heuristic; Semidefiniteprogramming; Communicationcost; OPTIMIZATION; ALLOCATION; ALGORITHM;
D O I
10.1016/j.jnca.2022.103442
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
High-performance computing in the cloud environment uses ample virtual resources, which in turn require physical infrastructures provided by cloud service providers (CSPs). Naturally, CSPs would like to place virtual machines (VM) in a cost-effective way satisfying the resource requirement of the VMs and the capacity constraints of the hosts. Such consideration has led to the well known virtual machine placement (VMP) problem. In this paper, we consider a variant of the VMP, taking into account the communication among the VMs. We introduce the concept of Virtual Cluster, made up of VMs communicating among themselves. It is desirable to place the VMs of a cluster close to each other and thus reduce the communication cost. The objective for the Virtual Cluster Placement (VCP) problem is to reduce the communication cost. For this, we have to consider the network topology of the data center. In this paper, we have proposed some heuristics for both kinds of placement problems (VMP as well as VCP) and given Integer Linear Programming (ILP) formulations. We have also presented algorithms based on Semidefinite Programming (SDP) and meta-heuristic based on Genetic Algorithms. We have compared the performance of proposed heuristics with other existing works and the optimal solutions obtained from ILPs.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] Virtual machine placement optimizing to improve network performance in cloud data centers
    DONG Jian-kang
    WANG Hong-bo
    LI Yang-yang
    CHENG Shi-duan
    The Journal of China Universities of Posts and Telecommunications, 2014, (03) : 62 - 70
  • [42] Virtual machine placement optimizing to improve network performance in cloud data centers
    DONG Jian-kang
    WANG Hong-bo
    LI Yang-yang
    CHENG Shi-duan
    The Journal of China Universities of Posts and Telecommunications, 2014, 21 (03) : 62 - 70
  • [43] Provision of Data-Intensive Services Through Energy- and QoS-Aware Virtual Machine Placement in National Cloud Data Centers
    Wang, Shangguang
    Zhou, Ao
    Hsu, Ching-Hsien
    Xiao, Xuanyu
    Yang, Fanchun
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2016, 4 (02) : 290 - 300
  • [44] Two-phase Online Virtual Machine Placement in Heterogeneous Cloud Data Center
    Shi, Jiyuan
    Dong, Fang
    Zhang, Jinghui
    Luo, Junzhou
    Ding, Ding
    2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 1369 - 1374
  • [45] Fast Communication-Aware Virtual Machine Dynamic Consolidation for Cloud Data Center
    Cao, Guangyi
    Zhang, Changshu
    Liu, Wei
    2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS AND 2017 16TH IEEE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING AND COMMUNICATIONS (ISPA/IUCC 2017), 2017, : 237 - 244
  • [46] Energy and quality of service-aware virtual machine consolidation in a cloud data center
    Tarafdar, Anurina
    Debnath, Mukta
    Khatua, Sunirmal
    Das, Rajib K.
    JOURNAL OF SUPERCOMPUTING, 2020, 76 (11): : 9095 - 9126
  • [47] Energy and quality of service-aware virtual machine consolidation in a cloud data center
    Anurina Tarafdar
    Mukta Debnath
    Sunirmal Khatua
    Rajib K. Das
    The Journal of Supercomputing, 2020, 76 : 9095 - 9126
  • [48] Power and thermal-aware virtual machine scheduling optimization in cloud data center
    Chen, Rui
    Liu, Bo
    Lin, WeiWei
    Lin, JianPeng
    Cheng, HuiWen
    Li, KeQin
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2023, 145 : 578 - 589
  • [49] A GA-Based Energy Aware Virtual Machine Placement Algorithm for Cloud Data Centers
    Wu, Xiaodong
    PAAP 2021: 2021 12TH INTERNATIONAL SYMPOSIUM ON PARALLEL ARCHITECTURES, ALGORITHMS AND PROGRAMMING, 2021, : 42 - 46
  • [50] Optimizing Virtual Network Functions Placement in Virtual Data Center Infrastructure Using Machine Learning
    Bolodurina, I. P.
    Parfenov, D., I
    2017 INTERNATIONAL CONFERENCE ON AEROSPACE TECHNOLOGY, COMMUNICATIONS AND ENERGY SYSTEMS (ATCES 2017), 2018, 302