DYNAMIC PROVISIONING AND RESOURCE MANAGEMENT FOR MULTI-TIER CLOUD BASED APPLICATIONS

被引:2
|
作者
Goswami, Veena [1 ]
Patra, S. S. [1 ]
Mund, G. B. [2 ]
机构
[1] KIIT Univ, Sch Comp Applicat, Bhubaneswar 751024, Orissa, India
[2] KIIT Univ, Sch Comp Engn, Bhubaneswar 751024, Orissa, India
关键词
cloud computing; virtual machines; multi-tier web application; queuing; performance modelling;
D O I
10.2478/fcds-2013-0008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dynamic capacity provisioning is a useful technique for handling the workload variations seen in cloud environment. In this paper, we propose a dynamic provisioning technique for multi-tier applications to allocate resources efficiently using queueing model. It dynamically increases the mean service rate of the virtual machines to avoid congestion in the multi-tier environments. An optimization model to minimize the total number of virtual machines for computing resources in each tier has been presented. Using the supplementary variable and the recursive techniques, we obtain the system-length distributions at pre-arrival and arbitrary epochs. Some important performance indicators such as blocking probability, request waiting time and number of tasks in the system and in the queue have also been investigated. Finally, computational results showing the effect of model parameters on key performance indicators are presented.
引用
收藏
页码:175 / 191
页数:17
相关论文
共 50 条
  • [1] Adaptive resource provisioning for read intensive multi-tier applications in the cloud
    Iqbal, Waheed
    Dailey, Matthew N.
    Carrera, David
    Janecek, Paul
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2011, 27 (06): : 871 - 879
  • [2] A Study on Resource Provisioning of Multi-tier Web Applications in Cloud Computing
    Singh, Parminder
    Singh, Gurjot Balraj
    Jyoti, Kiran
    [J]. 2015 2ND INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2015, : 799 - 802
  • [3] Dynamic provisioning of multi-tier Internet applications
    Urgaonkar, B
    Shenoy, P
    Chandra, A
    Goyal, P
    [J]. ICAC 2005: Second International Conference on Autonomic Computing, Proceedings, 2005, : 217 - 228
  • [4] Hybrid Algorithm for Resource Provisioning of Multi-tier Cloud Computing
    Eawna, Marwah Hashim
    Mohammed, Salma Hamdy
    El-Horbaty, El-Sayed M.
    [J]. INTERNATIONAL CONFERENCE ON COMMUNICATIONS, MANAGEMENT, AND INFORMATION TECHNOLOGY (ICCMIT'2015), 2015, 65 : 682 - 690
  • [5] New Trends of Resource Provisioning in Multi-tier Cloud Computing
    Eawna, Marwah Hashim
    Hamdy, Salma
    El-Horbaty, El-Sayed M.
    [J]. 2015 IEEE SEVENTH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INFORMATION SYSTEMS (ICICIS), 2015, : 224 - 230
  • [6] Agile Dynamic Provisioning of Multi-Tier Internet Applications
    Urgaonkar, Bhuvan
    Shenoy, Prashant
    Chandra, Abhishek
    Goyal, Pawan
    Wood, Timothy
    [J]. ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2008, 3 (01)
  • [7] Automatic provisioning of multi-tier applications in cloud computing environments
    Beltran, Marta
    [J]. JOURNAL OF SUPERCOMPUTING, 2015, 71 (06): : 2221 - 2250
  • [8] Automatic provisioning of multi-tier applications in cloud computing environments
    Marta Beltrán
    [J]. The Journal of Supercomputing, 2015, 71 : 2221 - 2250
  • [9] Resource Provisioning in Single Tier and Multi-Tier Cloud Computing: "State-of-the-Art"
    Eawna, Marwah Hashim
    Mohammed, Salma Hamdy
    El-Horbaty, El-Sayed M.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2015, 6 (02) : 213 - 217
  • [10] Elastic and Efficient Virtual Network Provisioning for Cloud-Based Multi-Tier Applications
    Shen, Meng
    Xu, Ke
    Li, Fan
    Yang, Kun
    Zhu, Liehuang
    Guan, Lei
    [J]. 2015 44TH INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING (ICPP), 2015, : 929 - 938