• DocumentCode
    2227925
  • Title

    Research on Goalkeeper Strategy Based on Random Forests Algorithm in Robot Soccer

  • Author

    Shi Haobin ; Li Wenbin ; Yu Zhujun ; Qi Yong

  • Author_Institution
    Sch. of Comput., Northwestern Polytech. Univ., Xi´an, China
  • fYear
    2009
  • fDate
    26-28 Dec. 2009
  • Firstpage
    946
  • Lastpage
    950
  • Abstract
    In nowadays, most of the goalkeeper´s strategies in robot soccer teams are on the basis of prediction of the ball motion trajectory. In order to improve goalkeeper´s intelligence in robot soccer match, this paper presented a robot soccer goalkeeper´s strategy based on random forests algorithm. This strategy predicted the movement trends of the opposite robots and ball near our forbidden zone by use of random forests algorithm; According to information of predicted location, threat degree analysis model is applied to analyze the threat degree of opposite robots, and the goalkeeper is able to make correct defense with the threat degree. Simulation experiments showed the validity of this strategy.
  • Keywords
    randomised algorithms; software agents; ball motion trajectory; goalkeeper intelligence; random forests algorithm; robot soccer goalkeeper strategy; robot soccer match; robot soccer teams; threat degree analysis model; Algorithm design and analysis; Artificial intelligence; Classification tree analysis; Data mining; Decision trees; Humans; Information analysis; Intelligent robots; Predictive models; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science and Engineering (ICISE), 2009 1st International Conference on
  • Conference_Location
    Nanjing
  • Print_ISBN
    978-1-4244-4909-5
  • Type

    conf

  • DOI
    10.1109/ICISE.2009.956
  • Filename
    5455334