A Markov-based Prediction Model for Host Load Detection in Live VM Migration

被引:21
|
作者
Melhem, Suhib Bani [1 ]
Agarwal, Anjali [1 ]
Goel, Nishith [2 ]
Zaman, Marzia [2 ]
机构
[1] Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ, Canada
[2] Cistech Ltd, Ottawa, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Live Migration; Host underload/overload detection; Virtual machine consolidation; Data center; CLOUD DATA CENTERS; VIRTUAL MACHINES; CONSOLIDATION; ALGORITHMS; ENERGY; PERFORMANCE; HEURISTICS;
D O I
10.1109/FiCloud.2017.37
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Host load detection algorithm determines if a given host is overload or underloaded then the decision can be made to migrate VMs to achieve host/server consolidation and load balancing in cloud data centers while satisfying the QoS constraints. Presently, host load detection is a challenging problem in the cloud data center management specially with high dynamic environment for the host load. In this paper, we propose a novel Markov-based prediction algorithm to forecast the future load state of the host. The experimental results demonstrate that the proposed algorithm has better performance than the other competitive algorithms. The results for different types of PlanetLab real and random workloads show significant reduction of the SLA violation and the number of VM migrations.
引用
收藏
页码:32 / 38
页数:7
相关论文
共 50 条
  • [31] Markov-based Redistribution Policy Model for Future Urban Mobility Networks
    Volkov, Mikhail
    Aslam, Javed
    Rus, Daniela
    2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2012, : 1906 - 1911
  • [32] Markov-Based Image Splicing Detection in the DCT High Frequency Region
    Odabas Yildirim, Esra
    Ulutas, Guzin
    2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,
  • [33] MANAGING WILDERNESS TRAVEL - MARKOV-BASED LINEAR-PROGRAMMING MODEL
    DEBETTENCOURT, JS
    PETERSON, GL
    WANG, PK
    ENVIRONMENT AND PLANNING A, 1978, 10 (01) : 71 - 79
  • [34] A three phase optimization method for precopy based VM live migration
    Sharma, Sangeeta
    Chawla, Meenu
    SPRINGERPLUS, 2016, 5
  • [35] A New Markov-Based Mobility Prediction Scheme for Wireless Networks with Mobile Hosts
    Fazio, Peppino
    Marano, Salvatore
    2012 INTERNATIONAL SYMPOSIUM ON PERFORMANCE EVALUATION OF COMPUTER AND TELECOMMUNICATION SYSTEMS (SPECTS), 2012,
  • [36] A Markov-Based Cascading Outage Searching Method Considering Load-Dependent Outages
    Cheng, Lin
    Liu, Manjun
    Dent, Chris
    2018 IEEE INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2018,
  • [37] A Markov-based model for performance evaluation in multimedia CDMA wireless transmission
    Hueda, MR
    IEEE VEHICULAR TECHNOLOGY CONFERENCE, FALL 2000, VOLS 1-6, PROCEEDINGS: BRINGING GLOBAL MOBILITY TO THE NETWORK AGE, 2000, : 668 - 673
  • [38] Markov-based Optimization Model for Innovation Management in Construction Industry in China
    Sheng Shukai
    Jin Weixing
    Wang Chunyan
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON CONSTRUCTION & REAL ESTATE MANAGEMENT, VOLS 1 AND 2, 2008, : 593 - 596
  • [39] A Markov-Based Model for Information Security Risk Assessment in Healthcare MANETs
    Saini Das
    Arunabha Mukhopadhyay
    Debashis Saha
    Samir Sadhukhan
    Information Systems Frontiers, 2019, 21 : 959 - 977
  • [40] A Markov-Based Model for Information Security Risk Assessment in Healthcare MANETs
    Das, Saini
    Mukhopadhyay, Arunabha
    Saha, Debashis
    Sadhukhan, Samir
    INFORMATION SYSTEMS FRONTIERS, 2019, 21 (05) : 959 - 977