Heavy Traffic Optimal Resource Allocation Algorithms for Cloud Computing Clusters

被引:0
|
作者
Maguluri, Siva Theja [1 ]
Srikant, R. [1 ]
Ying, Lei [2 ]
机构
[1] Univ Illinois, Dept ECE & CSL, Urbana, IL 61801 USA
[2] Arizona State Univ, Sch ECEE, Tempe, AZ 85287 USA
关键词
Scheduling; load balancing; cloud computing; resource allocation; STATE-SPACE COLLAPSE; ASYMPTOTIC OPTIMALITY; SYSTEM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Cloud computing is emerging as an important platform for business, personal and mobile computing applications. In this paper, we study a stochastic model of cloud computing, where jobs arrive according to a stochastic process and request resources like CPU, memory and storage space. We consider a model where the resource allocation problem can be separated into a routing or load balancing problem and a scheduling problem. We study the join-the-shortest-queue routing and power-of-two-choices routing algorithms with MaxWeight scheduling algorithm. It was known that these algorithms are throughput optimal. In this paper, we show that these algorithms are queue length optimal in the heavy traffic limit.
引用
收藏
页码:65 / 72
页数:8
相关论文
共 50 条
  • [1] Heavy traffic optimal resource allocation algorithms for cloud computing clusters
    Maguluri, Siva Theja
    Srikant, R.
    Ying, Lei
    [J]. PERFORMANCE EVALUATION, 2014, 81 : 20 - 39
  • [2] A Survey on Resource Allocation Algorithms and Models in Cloud Computing
    AlDossary, Noura
    AlQahtani, Sarah
    AlUbaidan, Haya
    Atta-ur-Rahman
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (03): : 776 - 782
  • [3] Optimal Routing and Resource Allocation for Multimedia Cloud Computing
    Gong, Wenqiang
    Yan, Jinyao
    Chen, Zheng
    [J]. 2014 10TH INTERNATIONAL CONFERENCE ON HETEROGENEOUS NETWORKING FOR QUALITY, RELIABILITY, SECURITY AND ROBUSTNESS (QSHINE), 2014, : 137 - 138
  • [4] Optimal Resource Allocation Approach in Cloud Computing Environment
    Kumar, Pawan
    Kumar, Rakesh
    [J]. PROCEEDINGS ON 2016 2ND INTERNATIONAL CONFERENCE ON NEXT GENERATION COMPUTING TECHNOLOGIES (NGCT), 2016, : 112 - 117
  • [5] Novel algorithms and equivalence optimisation for resource allocation in cloud computing
    Lin, Weiwei
    Zhu, Chaoyue
    Li, Jin
    Liu, Bo
    Lian, Huiqiong
    [J]. INTERNATIONAL JOURNAL OF WEB AND GRID SERVICES, 2015, 11 (02) : 193 - 210
  • [6] The Optimal Resource Allocation Among Virtual Machines in Cloud Computing
    Gusev, Marjan
    Ristov, Sasko
    [J]. THIRD INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, GRIDS, AND VIRTUALIZATION (CLOUD COMPUTING 2012), 2012, : 36 - 42
  • [7] Resource Allocation in Cloud Computing
    Senthilkumar, G.
    Tamilarasi, K.
    Velmurugan, N.
    Periasamy, J. K.
    [J]. JOURNAL OF ADVANCES IN INFORMATION TECHNOLOGY, 2023, 14 (05) : 1063 - 1072
  • [8] Novel resource allocation algorithms to performance and energy efficiency in cloud computing
    Abbas Horri
    Mohammad Sadegh Mozafari
    Gholamhossein Dastghaibyfard
    [J]. The Journal of Supercomputing, 2014, 69 : 1445 - 1461
  • [9] Resource Allocation in Industrial Cloud Computing Using Artificial Intelligence Algorithms
    Sheuly, Sharmin Sultana
    Bankarusamy, Sudhangathan
    Begum, Shahina
    Behnam, Moris
    [J]. THIRTEENTH SCANDINAVIAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (SCAI 2015), 2015, 278 : 128 - 136
  • [10] Novel resource allocation algorithms to performance and energy efficiency in cloud computing
    Horri, Abbas
    Mozafari, Mohammad Sadegh
    Dastghaibyfard, Gholamhossein
    [J]. JOURNAL OF SUPERCOMPUTING, 2014, 69 (03): : 1445 - 1461