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
Link To Document