Decision Tree Analysis for Humanoid Robot Soccer Goalkeeper Algorithm

被引:0
作者
Sungkono, Silvester Kristian [1 ]
Yohanes, Banu Wirawan [1 ]
Santoso, Daniel [1 ]
机构
[1] Satya Wacana Christian Univ, Fac Elect & Comp Engn, Salatiga 50711, Central Java, Indonesia
来源
2016 6TH INTERNATIONAL ANNUAL ENGINEERING SEMINAR (INAES) | 2016年
关键词
humanoid goalkeeper; entropy; decision tree;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Latest humanoid robot soccer competition rule specifies larger field, wider goal line, and more number of robotics available for a team than before. In consequence, the humanoid goalkeeper needs to be more responsive in adjusting its position to follow ball movement and to react precisely to block incoming shots. Both the robotic control system and algorithm have to be refined. In this article, the humanoid goalkeeper algorithm is extended by utilizing compass to help with direction, using inter-robots communication to share information regarding ball location, using head servo orientation to look around, providing vision via Android smartphone camera, and employ landmarks in the field to provide guidance. There are many attributes perceived by robot sensors in preparing robotic motions and strategy. Each attribute is considered as a random event with uncertain values. Here, decision tree analysis based on entropy and information gain are used to evaluate the uncertainty. Overall, there are some improvements for the humanoid goalkeeper performance.
引用
收藏
页码:46 / 50
页数:5
相关论文
共 8 条
  • [1] Airlangga R. D., 2013, P 1 ENG INT C UNNES
  • [2] Russel S., 2010, ARTIF INTELL, V3rd, P697
  • [3] SHANNON CE, 1948, THE BELL SYSTEM TECH, V623, P379
  • [4] Sulistijono I. A., 2010, THESIS
  • [5] Sutrisno A. T., 2014, 2 IND S ROB SOCC COM, V2, P54
  • [6] Tsang S., 2009, DECISION TREE UNCERT
  • [7] Wilken T., 2009, Proceedings of the 4th Workshop on Humanoid Soccer Robots (Hu- manoids 2009), P79
  • [8] Yang H., 2013, J CHEM PHARM RES, V5, P870