Cellular Particle Swarm Scheduling Algorithm for Virtual Resource Scheduling of Cloud Computing

被引:0
|
作者
Yuan, Hao [1 ]
Li, Changbing [1 ]
Du, Maokang [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, China Key Lab Elect Commerce & Modern Logist, Chongqing, Peoples R China
关键词
Cloud computing; Cellular automata; Particle swarm scheduling; scheduling balance;
D O I
10.14257/ijgdc.2015.8.3.28
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The virtual resource scheduling is an important topic in the field of cloud computing. Based on particle swarm scheduling algorithm, this paper introduces cellular automata theory to construct a new cellular particle swarm scheduling algorithm. This approach through mathematical modeling for virtual resource scheduling of cloud computing and complete the final search configuration based on directional optimization objective function. Experimental results show that the proposed method has more excellent scheduling performance, in the case of changes in resources, can be also kept stable scheduling balance.
引用
收藏
页码:299 / 308
页数:10
相关论文
共 50 条
  • [1] Cloud Computing Resource Scheduling Strategy Based on Competitive Particle Swarm Algorithm
    Wang Z.
    Zhang Y.
    Shi X.
    [J]. Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 2021, 48 (06): : 80 - 87
  • [2] Particle Swarm Algorithm Parameters Analysis for Scheduling Virtual Machines in Cloud Computing
    da Silva, Wellington Francisco
    Spolon, Roberta
    Lobato, Renata Spolon
    Manacero Junior, Aleardo
    Cavenaghi Humber, Marcos Antonio
    [J]. 2020 15TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI'2020), 2020,
  • [3] Based on Particle Swarm Optimization Algorithm of Cloud Computing Resource Scheduling in Mobile Internet
    Lin, Yong
    [J]. INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (06): : 25 - 34
  • [4] An improved particle swarm optimization algorithm for task scheduling in cloud computing
    Pirozmand P.
    Jalalinejad H.
    Hosseinabadi A.A.R.
    Mirkamali S.
    Li Y.
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2023, 14 (04) : 4313 - 4327
  • [5] Job scheduling algorithm for cloud computing based on particle swarm optimization
    Liu, Jing
    Luo, Xingguo
    Zhang, Xingming
    Zhang, Fan
    [J]. NANOTECHNOLOGY AND PRECISION ENGINEERING, PTS 1 AND 2, 2013, 662 : 957 - 960
  • [6] Resource scheduling in cloud environment using particle swarm search algorithm
    Majhi, Malay Kumar
    Kabat, Manas Ranjan
    Sahoo, Satya Prakash
    [J]. International Journal of Cloud Computing, 2024, 13 (04) : 330 - 352
  • [7] An Improved Ant Colony Algorithm for Virtual Resource Scheduling in Cloud Computing Methods to Improve the Performance of Virtual Resource Scheduling
    Zhong, Chunlei
    Yang, Gang
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (01) : 249 - 261
  • [8] Renumber strategy enhanced particle swarm optimization for cloud computing resource scheduling
    20161602267194
    [J]. (1) Department of Computer Science, Sun Vat-Sen University, Guangzhou; 510275, China; (2) School of Advanced Computing, Sun Vat-Sen University, Guangzhou; 510275, China; (3) Key Laboratory of Machine Intelligence and Advanced Computing, Sun Yat-sen University, Ministry of Education, China; (4) Engineering Research Center of Supercomputing Engineering Software, Sun Vat-sen University, Ministry of Education, China; (5) Key Laboratory of Software Technology, Education Department of Guangdong Province, China; (6) State Key Laboratory of Mathematical Engineering and Advanced Computing, China; (7) School of Computer Science, South China Normal University, China, 1600, (Institute of Electrical and Electronics Engineers Inc., United States):
  • [9] Renumber Strategy Enhanced Particle Swarm Optimization for Cloud Computing Resource Scheduling
    Li, Hai-Hao
    Fu, Yu-Wen
    Zhan, Zhi-Hui
    Li, Jing-Jing
    [J]. 2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 870 - 876
  • [10] SECURE : Efficient resource scheduling by swarm in cloud computing
    Singh, Harvinder
    Bhasin, Anshu
    Kaveri, Parag
    [J]. JOURNAL OF DISCRETE MATHEMATICAL SCIENCES & CRYPTOGRAPHY, 2019, 22 (02): : 127 - 137