Analysis of Hypoexponential Computing Services for Big Data Processing

被引:0
|
作者
Zapechnikov, Sergey [1 ]
Miloslavskaya, Natalia [1 ]
Tolstoy, Alexander [1 ]
机构
[1] Natl Res Nucl Univ MEPhI, Moscow Engn Phys Inst, Moscow, Russia
关键词
big data processing; hypoexponential computing services; analytical models; performance and availability of queueing systems; discrete-event simulation;
D O I
10.1109/FiCloud.2015.57
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The paper presents two analytical models to study the performance and availability of queueing systems with the hypoexponential service time and finite queue. The analytical results obtained are verified using discrete-event simulation. A few numerical examples for varying number of service stages, service rates and arrival rates are given. The results presented in the paper can be used for analysis of MapReduce and multi-stage big data processing.
引用
收藏
页码:579 / 584
页数:6
相关论文
共 50 条
  • [41] The framework of social networks big data processing based on cloud computing
    Kewen, Liu, 1600, Science and Engineering Research Support Society (09):
  • [42] High Productivity Processing - Engaging in Big Data around Distributed Computing
    Riedel, Morris
    Memon, M.
    Memon, A.
    Fiameni, G.
    Cacciari, C.
    Lippert, Thomas
    2013 36TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2013, : 145 - 150
  • [43] Blockchain-Enabled Approach for Big Data Processing in Edge Computing
    Tulkinbekov, Khikmatullo
    Kim, Deok-Hwan
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (19): : 18473 - 18486
  • [44] Experimenting with big data computing for scaling data quality-aware query processing
    Cisneros-Cabrera, Sonia
    Michailidou, Anna-Valentini
    Sampaio, Sandra
    Sampaio, Pedro
    Gounaris, Anastasios
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 178
  • [45] Experimenting with big data computing for scaling data quality-aware query processing
    Cisneros-Cabrera, Sonia
    Michailidou, Anna-Valentini
    Sampaio, Sandra
    Sampaio, Pedro
    Gounaris, Anastasios
    Expert Systems with Applications, 2021, 178
  • [46] Big Data Analysis with Signal Processing on Graphs
    Sandryhaila, Aliaksei
    Moura, Jose M. F.
    IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (05) : 80 - 90
  • [47] Rhipe Platform for Big Data Processing and Analysis
    Jung, Byung Ho
    Shin, Ji Eun
    Lim, Dong Hoon
    KOREAN JOURNAL OF APPLIED STATISTICS, 2014, 27 (07) : 1171 - 1185
  • [48] Analysis and mathematical modeling of big data processing
    Kairat Imanbayev
    Bakhtgerey Sinchev
    Saulet Sibanbayeva
    Axulu Mukhanova
    Assel Nurgulzhanovа
    Nurgali Zaurbekov
    Nurbike Zaurbekova
    Natalya V. Korolyova
    Lyazzat Baibolova
    Peer-to-Peer Networking and Applications, 2021, 14 : 2626 - 2634
  • [49] Multilevel Ontologies for Big Data Analysis and Processing
    Popova, Maryna
    Globa, Larysa
    Noyogrudska, Rina
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON APPLIED INNOVATIONS IN IT, 2021, 9 (01): : 41 - 53
  • [50] Analysis and mathematical modeling of big data processing
    Imanbayev, Kairat
    Sinchev, Bakhtgerey
    Sibanbayeva, Saulet
    Mukhanova, Axulu
    Nurgulzhanova, Assel
    Zaurbekov, Nurgali
    Zaurbekova, Nurbike
    Korolyova, Natalya, V
    Baibolova, Lyazzat
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2021, 14 (05) : 2626 - 2634