Quantitative Evaluation of Cloud Elasticity based on Fuzzy Analytic Hierarchy Process

被引:1
|
作者
Yang, Bo [1 ]
Zhang, Fan [2 ]
Khan, Samee U. [3 ]
机构
[1] Nanjing Tech Univ, Nanjing, Peoples R China
[2] Zhejiang Univ, Hangzhou, Zhejiang, Peoples R China
[3] Mississippi State Univ, Mississippi State, MS 39762 USA
来源
基金
美国国家科学基金会;
关键词
Elasticity; Cloud; Resource; Quantify; Fuzzy analytic hierarchy process(FAHP);
D O I
10.1109/CloudSummit54781.2022.00022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Elasticity is one of the most important cloud computing characteristics, which enables deployed applications to dynamically adapt to workload-changing demands by acquiring and releasing shared computing resources at runtime. However, the existing cloud elasticity metrics are either oversimplified or hard to use, thereby lacking a comprehensive evaluation mechanism to properly compare the elastic feature among different cloud providers. To address this gap, we propose an assessment method for cloud elasticity based on fuzzy hierarchical analysis. We use a fuzzy hierarchical model to quantitatively assess the qualitative metrics with a unified standard model. We compare three public cloud providers (Ali Cloud, HUAWEI Cloud, Tencent Cloud) as case studies and measure their cloud elasticity based on the proposed model on a cluster. To verify the effectiveness of our method, we also measure three cloud platforms using autoscaling performance metrics proposed by SPEC Cloud Group. The results show that our proposed elasticity quantification method is feasible.
引用
收藏
页码:105 / 112
页数:8
相关论文
共 50 条
  • [31] Comprehensive Benefit Evaluation of Smart Grid Based on Fuzzy Analytic Hierarchy Process
    Sun, Wei
    Zhang, Rujia
    2017 2ND BEM INTERNATIONAL CONFERENCE ON MODERN EDUCATION AND SOCIAL SCIENCE (BEM-MESS 2017), 2017, 6 : 170 - 174
  • [32] Regional tourism competitiveness evaluation method based on fuzzy analytic hierarchy process
    Zhou, Yan
    Computer Modelling and New Technologies, 2014, 18 (12): : 1291 - 1297
  • [33] Comprehensive Evaluation for Product Quality Generalized Based on Fuzzy Analytic Hierarchy Process
    Chen, Yazhe
    Liu, Yang
    Liu, Ting
    Wen, Bangchun
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 672 - 675
  • [34] Fuzzy Comprehensive Evaluation of Tyre Safety Status Based on Analytic Hierarchy Process
    Li Shiwu
    Tian Jingjing
    Zu Li
    Yang Zhifa
    PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 5414 - 5420
  • [35] Urban traffic safety evaluation model based on fuzzy analytic hierarchy process
    Zhang C.Y.
    Leng X.Y.
    Adv. Transp. Stud., 2020, Special Issue (51-60): : 51 - 60
  • [36] E-marketing Performance Evaluation Based on Fuzzy Analytic Hierarchy Process
    Yun Xiaohong
    Li Chenghua
    RECENT ACHIEVEMENT ON MERGING SUPPLY CHAIN AND E-COMMERCE IN CHINA, 2009, : 80 - +
  • [37] Identification of Time Elasticity of Load Based on Analytic Hierarchy Process
    Kuang, Yonghong
    Li, Canbing
    Guobin Li
    2017 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2017,
  • [38] Green Degree Comprehensive Evaluation of Elevator Based on Fuzzy Analytic Hierarchy Process
    Lizhen
    Zhangruijun
    WangChen
    2015 7TH INTERNATIONAL CONFERENCE ON MECHANICAL AND ELECTRONICS ENGINEERING (ICMEE 2015), 2015, 31
  • [39] The research of evaluation of construction enterprise performance based on fuzzy analytic hierarchy process
    Wang, YW
    Hou, XP
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON CONSTRUCTION & REAL ESTATE MANAGEMENT, 2004, : 9 - 11
  • [40] Human resources management and evaluation system based on fuzzy analytic hierarchy process
    Yu S.
    Yu, Shasha (yushasha721@hotmail.com), 1600, Taru Publications (20): : 951 - 964