• DocumentCode
    1772920
  • Title

    Optimizing BOINC scheduling using genetic algorithm based on thermal profile

  • Author

    Binti, Norzatul Natrah ; Nordin Bin Zakaria, M. ; Bin Abdul Aziz, Izzatdin ; Binti, Nazleeni Samiha

  • Author_Institution
    Dept. of Comput. & Inf. Sci., Univ. Teknol. Petronas, Tronoh, Malaysia
  • fYear
    2014
  • fDate
    3-5 June 2014
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Berkeley Open Infrastructure for Network Computing (BOINC) is an open source middleware for volunteer and grid computing. Main function of BOINC is to use the idle time of computer to run some computation at background. Universiti Teknologi Petronas (UTP) campus grid used BOINC as middleware in computer labs. However, computer can only process jobs during weekday and office hour because they want to reduce energy used for cooling power. In order to fully utilize the computer in labs, we proposed new jobs scheduling algorithm can run based on thermal constraint. The proposed algorithm is combination of thermal profile and heuristic approach. We use genetic algorithm to find the best combination of clients and jobs based on clients order and least execution time. Then we compare our algorithm with brute force method. Result from simulation it shows that proposed algorithm successfully distribute and execute job based on thermal constraints in an effective and efficient way compare to brute force method.
  • Keywords
    grid computing; middleware; power aware computing; public domain software; scheduling; volunteer computing; BOINC scheduling optimization; Berkeley open infrastructure for network computing; UTP; Universiti Teknologi Petronas campus grid; brute force method; computer labs; cooling power; energy reduction; genetic algorithm; grid computing; jobs scheduling algorithm; open source middleware; thermal constraint; thermal profile; volunteer computing; Biological cells; Computers; Cooling; Force; Genetic algorithms; Servers; Sociology; BOINC scheduling; Brute Force; Genetic Algorithm; Thermal Profile;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Sciences (ICCOINS), 2014 International Conference on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4799-4391-3
  • Type

    conf

  • DOI
    10.1109/ICCOINS.2014.6868837
  • Filename
    6868837