• DocumentCode
    2725803
  • Title

    A variant of NSGA-II for solving priority based optimization problems

  • Author

    Mishra, K.K. ; Kumar, Anoj ; Misra, A.K.

  • Author_Institution
    Dept. of Comput. Sci. & Eng., MNNIT, Allhabad, India
  • Volume
    1
  • fYear
    2009
  • fDate
    20-22 Nov. 2009
  • Firstpage
    612
  • Lastpage
    615
  • Abstract
    Many real life problems require optimization of more than one objective functions, these problems are known as multi-objective optimization problems. Although many algorithms are available in literature to solve these types of problems [2, 3, 4, 5, 21] but they treat every objective function equally. Sometimes, on the basis of problem to be optimized, different objective functions can be assigned different priority. In this way, we can reduce the burden of searching in all objective directions, those having higher priority will contribute in search space, those having low priority will be selected by local search from the assigned search space. For dealing such type of problems a modified version of NSGA-II is presented in the paper. This modified algorithm is used to solve a multi-objective problem, which is related to rotary furnace that is used in small-scale foundry.
  • Keywords
    genetic algorithms; NSGA-II; multi-objective optimization problems; objective function; priority based optimization problems; rotary furnace; small-scale foundry; Algorithm design and analysis; Computer science; Constraint optimization; Decision making; Evolutionary computation; Foundries; Fuels; Furnaces; Optimization methods; Upper bound;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computing and Intelligent Systems, 2009. ICIS 2009. IEEE International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-4754-1
  • Electronic_ISBN
    978-1-4244-4738-1
  • Type

    conf

  • DOI
    10.1109/ICICISYS.2009.5357606
  • Filename
    5357606