• DocumentCode
    631084
  • Title

    Evaluations of heuristic algorithms for teamwork-enhanced task allocation in mobile cloud-based learning

  • Author

    Geng Sun ; Jun Shen ; Junzhou Luo ; Jianming Yong

  • Author_Institution
    Faulty of Inf., Univ. of Wollongong, Wollongong, NSW, Australia
  • fYear
    2013
  • fDate
    27-29 June 2013
  • Firstpage
    299
  • Lastpage
    304
  • Abstract
    Enhancing teamwork performance is a significant issue in mobile cloud-based learning. We introduce a service oriented system, Teamwork as a Service (TaaS), to realize a new approach for enhancing teamwork performance in the mobile cloud environment. To coordinate most learners´ talents and give them more motivation, an appropriate task allocation is necessary. Utilizing the Kolb´s learning style (KLS) to refine learner´s capabilities, and combining their preferences and tasks´ difficulties, we formally describe this problem as a constraint optimization model. Two heuristic algorithms, namely genetic algorithm (GA) and simulated annealing (SA), are employed to tackle the teamwork-enhanced task allocation, and their performances are compared respectively. Having faster running speed, the SA is recommended to be adopted in the real implementation of TaaS and future development.
  • Keywords
    computer aided instruction; genetic algorithms; mobile computing; service-oriented architecture; simulated annealing; GA; KLS; Kolb learning style; SA; TaaS; Teamwork as a Service; constraint optimization model; genetic algorithm; heuristic algorithms; mobile cloud based learning; mobile cloud environment; service oriented system; simulated annealing; teamwork enhanced task allocation; Genetic algorithms; Heuristic algorithms; Mobile communication; Resource management; Sociology; Statistics; Teamwork; Kolb´s learning style; Mobile cloud-based learning; heuristic alogrithms; task allocation; teamwork-enhanced;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Supported Cooperative Work in Design (CSCWD), 2013 IEEE 17th International Conference on
  • Conference_Location
    Whistler, BC
  • Print_ISBN
    978-1-4673-6084-5
  • Type

    conf

  • DOI
    10.1109/CSCWD.2013.6580979
  • Filename
    6580979