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
来源：
2015 3RD INTERNATIONAL CONFERENCE ON FUTURE INTERNET OF THINGS AND CLOUD (FICLOUD) AND INTERNATIONAL CONFERENCE ON OPEN AND BIG (OBD) | 2015年
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
  • [1] Cloud Computing for Big Data Processing
    Li, Xiaofang
    Zhuang, Yanbin
    Yang, Simon X.
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2017, 23 (04): : 545 - 546
  • [2] Computing infrastructure for big data processing
    Liu, Ling
    FRONTIERS OF COMPUTER SCIENCE, 2013, 7 (02) : 165 - 170
  • [3] Big Data Processing on Volunteer Computing
    Lv, Zhihan
    Chen, Dongliang
    Singh, Amit Kumar
    ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2021, 21 (04)
  • [4] Computing infrastructure for big data processing
    Ling Liu
    Frontiers of Computer Science, 2013, 7 : 165 - 170
  • [5] Services Computing for Big Data: Challenges and Opportunities
    Huang, Gang
    COLLABORATE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2016, 2017, 201 : 690 - 696
  • [6] Big Data Processing in Cloud Computing Environments
    Noraziah, A.
    Fakherldin, Mohammed Adam Ibrahim
    Adam, Khalid
    Majid, Mazlina Abdul
    ADVANCED SCIENCE LETTERS, 2017, 23 (11) : 11092 - 11095
  • [7] Big Data Processing in Cloud Computing Environments
    Ji, Changqing
    Li, Yu
    Qiu, Wenming
    Awada, Uchechukwu
    Li, Keqiu
    PROCEEDINGS OF THE 2012 12TH INTERNATIONAL SYMPOSIUM ON PERVASIVE SYSTEMS, ALGORITHMS, AND NETWORKS (I-SPAN 2012), 2012, : 17 - 23
  • [8] Computing the User Experience via Big Data Analysis: A Case of Uber Services
    Kim, Jang Hyun
    Nan, Dongyan
    Kim, Yerin
    Min, Hyung Park
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (03): : 2819 - 2829
  • [9] Semantics, intelligent processing and services for big data
    Xhafa, Fatos
    Barolli, Leonard
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2014, 37 : 201 - 202
  • [10] A Big Data Computing Platform for Home Health Services
    Liu, Wei
    Luo, Qiang
    Guo, Jing-lin
    INTERNATIONAL CONFERENCE ON MATHEMATICS, MODELLING AND SIMULATION TECHNOLOGIES AND APPLICATIONS (MMSTA 2017), 2017, 215 : 719 - 722
12345