• DocumentCode
    3449249
  • Title

    Decimal encoding GA used to solve timetabling problem

  • Author

    Jun-Hui Liu ; Na Li

  • Author_Institution
    Zhengzhou Coll. of Animal Husbandry Eng., Zhengzhou, China
  • Volume
    2
  • fYear
    2011
  • fDate
    20-22 Aug. 2011
  • Firstpage
    144
  • Lastpage
    148
  • Abstract
    Timetabling Problem (TP) relates to quality of education and the utilization of teaching resources with the further reform in teaching and growing expansion of recruitment scale in colleges and universities. Firstly, TP was detailedly analyzed, includes: timetabling objective, main influencing factors, constraint conditions and solving target. And then, an optimized mathematical model of TP was established, and the framework structure to solve TP was founded. Subsequently, according to characteristics of TP, GA was introduced, varieties of improved schemes were designed, which include: decimal encoding scheme, initial population design scheme, fitness function design scheme, adaptive crossover probability and adaptive mutation probability design scheme. Simulation results show that the proposed GA can satisfy multiple constraint conditions and resolve TP more effectively.
  • Keywords
    combinatorial mathematics; educational courses; educational institutions; genetic algorithms; probability; recruitment; teaching; adaptive crossover probability; adaptive mutation probability design; constraint conditions; decimal encoding GA; fitness function design scheme; initial population design scheme; optimized mathematical model; recruitment scale; solving target; teaching resource utilization; timetabling problem; Educational institutions; Encoding; Heuristic algorithms; Mathematical model; Optimization; Resource management; Decimal Encoding; GA; TP;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology and Artificial Intelligence Conference (ITAIC), 2011 6th IEEE Joint International
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-8622-9
  • Type

    conf

  • DOI
    10.1109/ITAIC.2011.6030296
  • Filename
    6030296