Resource management in the federated cloud environment using Cournot and Bertrand competitions

被引:13
|
作者
Khorasani, Neda [1 ]
Abrishami, Saeid [1 ]
Feizi, Mehdi [2 ]
Esfahani, Mahdi Abolfazli [3 ]
Ramezani, Faeze [1 ]
机构
[1] Ferdowsi Univ Mashhad, Dept Comp Engn, Mashhad, Razavi Khorasan, Iran
[2] Ferdowsi Univ Mashhad, Dept Econ, Mashhad, Razavi Khorasan, Iran
[3] Nanyang Technol Univ, Dept Elect & Elect Engn, Singapore, Singapore
关键词
Federated cloud; Resource management; Game-theory; Cournot game; Bertrand game; SERVICE SELECTION; PRICING GAME; PROFIT; ALLOCATION; MIGRATION; QUALITY; MARKET; SYSTEM; AWARE;
D O I
10.1016/j.future.2020.07.010
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cloud federation helps cloud providers to scale up by renting resources from other providers when the workload increased. Moreover, cloud providers with idle or underutilized resources can sell their resources to others and earn revenue inside a cloud federation. One of the most critical problems in the federated cloud environment is the management of resources and cloud providers. The game theory seems to be an excellent way to model cloud federation. This paper introduces a new model for resource management between cloud providers in a centralized federated cloud environment, based on the well known Cournot and Bertrand games. To resolve the problem of heterogeneous resources, a physical resource unit which has specific computational features and can be shared between cloud providers is introduced in this paper. Besides, by introducing a new revenue-sharing approach between providers, this paper increased the collaboration of different providers. This model is implemented by the federated Cloudsim tool, and experiments show that the Cournot model outperforms others in terms of overall benefit and responsiveness. In other words, Cournot model can respond to an acceptable number of requests while making more profit. Besides, the reviews show that the proposed model works better than other methods in terms of time. (c) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:391 / 406
页数:16
相关论文
共 50 条
  • [1] Comparing Horizontal Mergers Under Cournot with Bertrand Competitions
    Nie, Pu-yan
    [J]. AUSTRALIAN ECONOMIC PAPERS, 2018, 57 (01) : 55 - 80
  • [2] Comparison of Bertrand and Cournot competitions under random yield
    Yan, Xiaoming
    Wang, Yong
    Hong, Zhaofu
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2016, 54 (11) : 3256 - 3276
  • [3] On comparing the profitability of horizontal mergers under Cournot and Bertrand competitions
    Tao, Aiyuan
    Wang, X. Henry
    [J]. MANAGERIAL AND DECISION ECONOMICS, 2024, 45 (04) : 2059 - 2065
  • [4] RETAIL OUTSOURCING STRATEGY IN COURNOT & BERTRAND RETAIL COMPETITIONS WITH ECONOMIES OF SCALE
    LI, Mingxia
    Chen, Kebing
    Wang, Shengbin
    [J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2023, 19 (01) : 491 - 528
  • [5] Improving caching resource management: A pricing economic approach using Cournot, Bertrand, and Stackelberg game models
    Assila, Bouchaib
    Kobbane, Abdellatif
    Ben-Othman, Jalel
    [J]. INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2023, 36 (01)
  • [6] Federated cloud resource management: Review and discussion
    Liaqat, Misbah
    Chang, Victor
    Gani, Abdullah
    Ab Hamid, Siti Hafizah
    Toseef, Muhammad
    Shoaib, Umar
    Ali, Rana Liaqat
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2017, 77 : 87 - 105
  • [7] Subgraph Matching for Resource Allocation in the Federated Cloud Environment
    Aral, Atakan
    Ovatman, Tolga
    [J]. 2015 IEEE 8TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, 2015, : 1033 - 1036
  • [8] Dynamic Resource Management in Cloud Environment
    Matsumoto, Hitoshi
    Ezaki, Yutaka
    [J]. FUJITSU SCIENTIFIC & TECHNICAL JOURNAL, 2011, 47 (03): : 270 - 276
  • [9] Secure Identity Management System for Federated Cloud Environment
    Habiba, Umme
    Masood, Rahat
    Shibli, Muhammad Awais
    [J]. SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING, 2015, 569 : 17 - 33
  • [10] Resource Management Using ANN-PSO Techniques in Cloud Environment
    Kumar, Narander
    Patel, Pooja
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGY, ICICT 2015, VOL 2, 2016, 439 : 419 - 428