Unified power and performance analysis of cloud computing infrastructure using stochastic reward nets

被引:8
|
作者
Asadi, Ali Naghash [1 ]
Azgomi, Mohammad Abdollahi [1 ]
Entezari-Maleki, Reza [2 ]
机构
[1] Iran Univ Sci & Technol, Sch Comp Engn, Trustworthy Comp Lab, Tehran, Iran
[2] Iran Univ Sci & Technol, Sch Comp Engn, Hengam St,Resalat Sq, Tehran 1684613114, Iran
关键词
Cloud computing; Unified power and performance analysis; Analytical modeling; Stochastic reward nets (SRNs); CloudSim; AVAILABILITY; CONSUMPTION; COST;
D O I
10.1016/j.comcom.2019.03.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, power and performance of cloud infrastructures are analytically modeled and numerically evaluated using stochastic reward nets (SRNs). The main objective of the proposed model is to analyze the impact of the temperature and network traffic on power and performance of cloud computing systems, which has been ignored in most of previously presented approaches. In the proposed model, incoming tasks are divided into two categories, cold and hot, demonstrating different power consumption patterns, that can fail due to bandwidth constraints and congestion. By applying the proposed model, different resource allocation scenarios can be evaluated and compared, in terms of power and performance, when hot and cold tasks are assigned to virtual machines and the network congestion is taken into consideration. The results obtained from the proposed model, cross-validated with the CloudSim framework, show that the scenario which uses the minimum number of racks and the maximum number of servers is optimal in terms of both the power and performance measures.
引用
收藏
页码:67 / 80
页数:14
相关论文
共 50 条
  • [21] A Comprehensive Availability Modeling and Analysis of a Virtualized Servers System Using Stochastic Reward Nets
    Tuan Anh Nguyen
    Kim, Dong Seong
    Park, Jong Sou
    [J]. SCIENTIFIC WORLD JOURNAL, 2014,
  • [22] Safeguarding Cloud Computing Infrastructure: A Security Analysis
    Alenezi, Mamdouh
    [J]. COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2021, 37 (02): : 159 - 167
  • [23] Unified Cloud Orchestration Framework for Elastic High Performance Computing in the Cloud
    Miroslaw, Lukasz
    Pantic, Michael
    Nordborg, Henrik
    [J]. IOTBD: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTERNET OF THINGS AND BIG DATA, 2016, : 291 - 298
  • [24] Performability Evaluation of Grid Environments Using Stochastic Reward Nets
    Entezari-Maleki, Reza
    Trivedi, Kishor S.
    Movaghar, Ali
    [J]. IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2015, 12 (02) : 204 - 216
  • [25] Optimizing Performance in Migrating Data Between Non-Cloud Infrastructure and Cloud Using Parallel Computing
    Alkhonaini, Mimouna
    El-Sayed, Hoda
    [J]. IEEE 20TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS / IEEE 16TH INTERNATIONAL CONFERENCE ON SMART CITY / IEEE 4TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND SYSTEMS (HPCC/SMARTCITY/DSS), 2018, : 725 - 732
  • [26] Performance Analysis of Cloud Computing using Queuing Models
    Varma, P. Suresh
    Satyanarayana, A.
    Sundari, M. V. Rama
    [J]. 2012 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGIES, APPLICATIONS AND MANAGEMENT (ICCCTAM), 2012, : 12 - 15
  • [27] Malware analysis performance enhancement using cloud computing
    Barakat, Osamah L.
    Hashim, Shaiful J.
    Abdullah, Raja Syamsul Azmir B. Raja
    Ramli, Abdul Rahman
    Hashim, Fazirulhisyam
    Samsudin, Khairulmizam
    Ab Rahman, Mahmud
    [J]. JOURNAL OF COMPUTER VIROLOGY AND HACKING TECHNIQUES, 2014, 10 (01): : 1 - 10
  • [28] An effective approach for managing power consumption in cloud computing infrastructure
    Abd, Sura Khalil
    Al-Haddad, S. A. R.
    Hashim, Fazirulhisyam
    Abdullah, Azizol B. H. J.
    Yussof, Salman
    [J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2017, 21 : 349 - 360
  • [29] Scalable Intrusion Detection Systems Log Analysis using Cloud Computing Infrastructure
    Kumar, Manish
    Hanumanthappa, M.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2013, : 206 - 209
  • [30] Building Secure Infrastructure for Cloud Computing using Blockchain
    Sharma, Shweta Gaur
    Ahuja, Laxmi
    Goyal, D. P.
    [J]. PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2018, : 1985 - 1988