CHOPPER: an intelligent QoS-aware autonomic resource management approach for cloud computing

被引:51
|
作者
Gill, Sukhpal Singh [1 ]
Chana, Inderveer [2 ]
Singh, Maninder [2 ]
Buyya, Rajkumar [1 ]
机构
[1] Univ Melbourne, Sch Comp & Informat Syst, Cloud Comp & Distributed Syst CLOUDS Lab, Parkville, Vic, Australia
[2] Thapar Univ, Comp Sci & Engn Dept, Patiala, Punjab, India
关键词
Autonomic cloud computing; Resource provisioning and scheduling; Self-healing; Self-configuring; Self-optimizing; Self-protecting; CONFIGURATION; PERFORMANCE;
D O I
10.1007/s10586-017-1040-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud computing is the future generation of computational services delivered over the Internet. As cloud infrastructure expands, resource management in such a large heterogeneous and distributed environment is a challenging task. In a cloud environment, uncertainty and dispersion of resources encounters problems of allocation of resources. Unfortunately, existing resource management techniques, frameworks and mechanisms are insufficient to handle these environments, applications and resource behaviors. To provide an efficient performance and to execute workloads, there is a need of quality of service (QoS) based autonomic resource management approach which manages resources automatically and provides reliable, secure and cost efficient cloud services. In this paper, we present an intelligent QoS-aware autonomic resource management approach named as CHOPPER (Configuring, Healing, Optimizing and Protecting Policy for Efficient Resource management). CHOPPER offers self-configuration of applications and resources, self-healing by handling sudden failures, self-protection against security attacks and self-optimization for maximum resource utilization. We have evaluated the performance of the proposed approach in a real cloud environment and the experimental results show that the proposed approach performs better in terms of cost, execution time, SLA violation, resource contention and also provides security against attacks.
引用
收藏
页码:1203 / 1241
页数:39
相关论文
共 50 条
  • [31] Severity: a QoS-aware approach to cloud application elasticity
    Andreas Tsagkaropoulos
    Yiannis Verginadis
    Nikos Papageorgiou
    Fotis Paraskevopoulos
    Dimitris Apostolou
    Gregoris Mentzas
    [J]. Journal of Cloud Computing, 10
  • [32] QoS-aware resource management for distributed multimedia applications
    DCL 3313, 1304 West Spring field Ave., Urbana, IL 61801, United States
    不详
    [J]. J High Speed Networks, 3--4 (229-257):
  • [33] QoS-Aware distributed resource management for a WCDMA uplink
    Das, Pratik
    Khan, Jamil Y.
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2006, 55 (05) : 1565 - 1581
  • [34] Autonomic radio resource control for QoS-Aware multimedia wireless networks
    Yu, SK
    Yoon, WS
    Kim, YD
    Lee, CW
    Kim, JH
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2005, E88B (07) : 2802 - 2809
  • [35] QoS-aware resource management for distributed multimedia applications
    Nahrstedt, K
    Chu, H
    Narayan, S
    [J]. JOURNAL OF HIGH SPEED NETWORKS, 1998, 7 (3-4) : 229 - 257
  • [36] QoS-aware resource allocation in mobile edge computing networks: Using intelligent offloading and caching strategy
    Jalilvand Aghdam Bonab, Mohammad
    Shaghaghi Kandovan, Ramin
    [J]. PEER-TO-PEER NETWORKING AND APPLICATIONS, 2022, 15 (03) : 1328 - 1344
  • [37] QoS-aware resource allocation in mobile edge computing networks: Using intelligent offloading and caching strategy
    Mohammad Jalilvand Aghdam Bonab
    Ramin Shaghaghi Kandovan
    [J]. Peer-to-Peer Networking and Applications, 2022, 15 : 1328 - 1344
  • [38] Genetic Algorithm Based QoS-Aware Service Compositions in Cloud Computing
    Ye, Zhen
    Zhou, Xiaofang
    Bouguettaya, Athman
    [J]. DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, PT II, 2011, 6588 : 321 - +
  • [39] A novel QoS-aware mechanism for provisioning of virtual machine resource in cloud
    Ye Feng
    Wang Zhijian
    Huang Qian
    [J]. JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY, 2016, 10 (03) : 169 - 175
  • [40] QoS-aware Resource Allocation for mobile media services in Cloud Environment
    Karamoozian, Amir
    Hafid, Abdelhakim
    Boushaba, Mustapha
    Afzali, Mahboubeh
    [J]. 2016 13TH IEEE ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC), 2016,