• DocumentCode
    2693008
  • Title

    Exploring knowledge and population swarms via an agent-based Cultural Algorithms Simulation Toolkit (CAT)

  • Author

    Reynolds, Robert G. ; Ali, Mostafa Z.

  • Author_Institution
    Wayne State Univ., Wayne
  • fYear
    2007
  • fDate
    25-28 Sept. 2007
  • Firstpage
    2711
  • Lastpage
    2718
  • Abstract
    Cultural algorithms employ a basic set of knowledge sources, each related to knowledge observed in various social species. These knowledge sources are then combined to direct the decisions of the individual agents in solving optimization problems. While many successful real- world applications of cultural algorithms have been produced, we are interested in studying the fundamental computational processes involved in the use of cultural systems as problem solvers. Here we describe a Java-based toolkit system, the cultural algorithm toolkit (CAT) developed in the repast symphony simulation environment. The system allows users to easily configure and visualize the problem solving process of a cultural algorithm. Currently the system supports predator/prey problem solving in a "cones world" environment as well as a suite of benchmark problems in engineering design. Example runs of a predator prey example are presented to demonstrate the systems\´ capabilities.
  • Keywords
    Java; multi-agent systems; optimisation; predator-prey systems; problem solving; social sciences computing; Java-based toolkit system; agent-based cultural algorithms simulation toolkit; optimization problems; population swarms; predator/prey problem solving; Cultural differences; Dynamic scheduling; Evolutionary computation; History; Processor scheduling; Surfaces;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-1339-3
  • Electronic_ISBN
    978-1-4244-1340-9
  • Type

    conf

  • DOI
    10.1109/CEC.2007.4424813
  • Filename
    4424813