New Model and Genetic Algorithm for Multi-Installment Divisible-Load Scheduling

被引:0
|
作者
Wang, Xiaoli [1 ]
Wang, Yuping [1 ]
Wei, Zhen [1 ]
Wei, Jingxuan [1 ]
机构
[1] Xidian Univ, Sch Comp Sci & Technol, Xian, Peoples R China
关键词
divisible load; multi-installment scheduling; global optimization; genetic algorithm; parallel and distributed systems; TREE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The era of big data computing is coming. As scientific applications become more data intensive, finding an efficient scheduling strategy for massive computing in parallel and distributed systems has drawn increasingly attention. Most existing studies considered single-installment scheduling models, but very few literature involved multi-installment scheduling, especially in heterogeneous parallel and distributed systems. In this paper, we proposed a new model for periodic multi-installment divisible-load scheduling in which the make-span of the workload is minimized, and a genetic algorithm was designed to solve this model. Finally, experimental results show the effectiveness and efficiency of the proposed algorithm.
引用
收藏
页码:2775 / 2780
页数:6
相关论文
共 50 条
  • [1] A New Method for Multi-Installment Divisible-Load Scheduling
    Wang, Xiaoli
    Wang, Yuping
    Wei, Zhen
    Song, Yuxiao
    2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 2708 - 2713
  • [2] Periodic multi-installment algorithm for divisible load scheduling
    Shang, Ming-Sheng
    Sun, Shi-Xin
    Fu, Yan
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2007, 29 (02): : 294 - 299
  • [3] Scheduling large-scale divisible load on distributed systems in multi-installment
    Shang, Mingsheng
    Sun, Shixin
    Journal of Computational Information Systems, 2005, 1 (02): : 269 - 276
  • [4] A New Genetic Algorithm for Release-Time Aware Divisible-Load Scheduling
    Wang, Xiaoli
    Wang, Yuping
    Meng, Kun
    2014 TENTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2014, : 134 - 138
  • [5] Multi-installment divisible load processing in heterogeneous distributed systems
    Drozdowski, M.
    Lawehda, M.
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2007, 19 (17): : 2237 - 2253
  • [6] A new model of multi-installment divisible loads processing in systems with limited memory
    Drozdowski, Maciej
    Lawenda, Marcin
    PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2008, 4967 : 1009 - +
  • [7] On optimum multi-installment divisible load processing in heterogeneous distributed systems
    Drozdowski, M
    Lawenda, M
    EURO-PAR 2005 PARALLEL PROCESSING, PROCEEDINGS, 2005, 3648 : 231 - 240
  • [8] Multi-installment divisible load processing in heterogeneous systems with limited memory
    Drozdowski, Maciej
    Lawenda, Marcin
    PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2006, 3911 : 847 - 854
  • [9] New method for scheduling heterogeneous multi-installment systems
    Shokripour, Amin
    Othman, Mohamed
    Ibrahim, Harnidah
    Subramaniam, Shamala
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2012, 28 (08): : 1205 - 1216
  • [10] Experimental evaluation of a multi-installment scheduling strategy based on divisible load paradigm for SAR image reconstruction on a distributed computing infrastructure
    Chinnappan, Gokul Madathupalyam
    Veeravall, Bharadwaj
    Mouthaan, Koen
    Lee, John Wen-Hao
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2024, 193