• DocumentCode
    652597
  • Title

    Task Scheduling in Heterogeneous Computing Systems Using a MicroGA

  • Author

    Pecero, Johnatan E. ; Bouvry, Pascal ; Huacuja, H. J. Fraire ; Villanueva, J. D. Teran ; Zuniga, M. A. Ramiro ; Santillan, C. G. Gomez

  • Author_Institution
    CSC Res. Unit, Univ. of Luxembourg, Luxembourg, Luxembourg
  • fYear
    2013
  • fDate
    28-30 Oct. 2013
  • Firstpage
    618
  • Lastpage
    623
  • Abstract
    The paper deals with the problem of scheduling precedence-constrained applications on a distributed heterogeneous computing system with the aim of minimizing the response time or total execution time. We design and investigate the effectiveness of a micro genetic algorithm based scheduling algorithm. Due to a lack of generally accepted standard benchmarks for the evaluation of scheduling algorithms in the heterogeneous computing systems we also generate a benchmark of synthetic instances. The benchmark is composed of small size synthetic deterministic non-preemptive program graphs proposed in the literature. We design a branch and bound algorithm to compute the optimal solution and the global optimal value. We compare the performance of the proposed microGA with the optimal values considering an approximation factor.
  • Keywords
    approximation theory; distributed processing; genetic algorithms; scheduling; tree searching; approximation factor; branch and bound algorithm; distributed heterogeneous computing system; global optimal value; micro genetic algorithm based scheduling algorithm; optimal solution; precedence-constrained applications; small size synthetic deterministic nonpreemptive program graphs; task scheduling; Benchmark testing; Processor scheduling; Program processors; Scheduling; Sociology; Statistics; Time factors; DAG Scheduling; Optimization; Performance of System; Soft Computing; microGA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2013 Eighth International Conference on
  • Conference_Location
    Compiegne
  • Type

    conf

  • DOI
    10.1109/3PGCIC.2013.107
  • Filename
    6681301