• DocumentCode
    1978808
  • Title

    An overview of Gravitational Search Algorithm utilization in optimization problems

  • Author

    Sabri, Norlina Mohd ; Puteh, M. ; Mahmood, M.R.

  • Author_Institution
    Fac. of Comput. & Math. Sci, UiTM (Terengganu), Dungun, Malaysia
  • fYear
    2013
  • fDate
    19-20 Aug. 2013
  • Firstpage
    61
  • Lastpage
    66
  • Abstract
    Gravitational Search Algorithm (GSA) is one of the recent nature inspired algorithms which is capable to solve optimization problems. GSA is inspired by the Newtonian´s law of gravity and the law of motion. The aim of the paper is to investigate GSA utilization in various optimization problems. The paper provides a brief explanation on GSA and also presents the previous optimization works based on GSA. Based on the literature, GSA is capable of providing more accurate, effective and robust high-quality solution for most of the optimization problems. The algorithm has been applied in various applications and has solved various optimization problems such as in power system, controller design, network routing, sensor networks, software design and many more. GSA has been adapted in the optimization of parameters, settings, strategies, cost, voltage control and also power dispatch. The algorithm also has been adapted to optimize the design of controllers, software, antenna and microgrids. Based on previous works, GSA has showed better performance in solving the optimization problems compared to other previous algorithms such as PSO, ACO and ABC. It is expected that more studies are to be done based on GSA in future as the algorithm has a high potential to solve various optimization problems in different areas.
  • Keywords
    gravity; optimisation; search problems; ABC; ACO; GSA; Newtonian law of gravity; PSO; controller design; gravitational search algorithm; high-quality solution; law of motion; network routing; optimization problems; parameter optimisation; power dispatch; power system; sensor networks; software design; voltage control; Algorithm design and analysis; Gravity; Linear programming; Optimization; Search problems; Signal processing algorithms; Software algorithms; Gravitational Search Algorithm; Optimization; Performance; Review; Utilization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    System Engineering and Technology (ICSET), 2013 IEEE 3rd International Conference on
  • Conference_Location
    Shah Alam
  • Print_ISBN
    978-1-4799-1028-1
  • Type

    conf

  • DOI
    10.1109/ICSEngT.2013.6650144
  • Filename
    6650144