DocumentCode
571783
Title
Adaptive classification and strategy making system for android soccer games
Author
Shieh, Ming-Yuan ; Chiou, Juing-Shian ; Ko, Chun-I
Author_Institution
Dept. of Electr. Eng., Southern Taiwan Univ., Tainan, Taiwan
Volume
1
fYear
2012
fDate
12-14 June 2012
Firstpage
28
Lastpage
33
Abstract
This paper proposes an adaptive classification and strategy decision-making scheme which aims to integrate the image object identification and classification, the path planning, obstacle avoidance, and intelligent decision making technologies for android soccer games. It classifies the color block labels of the robots and the ball by using a statistical algorithm of kernel discriminant analysis firstly, and then determines the locations of the blocks based on image morphology operations. These color identification results will be offered the android soccer system to determine the detail object data of the robots and the ball for soccer game controls. Based on the training items of three kinds of AndroSot Challenges in 2011 FIRA World Cup, the proposed system intends to make role assignments of robots as attacker, defender, or goalkeeper, and to make decision of robot movements by formation strategies. Finally, the proposed scheme is implemented by actual competitions in 2011 FIRA AndroSot Game. The experimental results show the feasibility and the adaptability of the proposed system.
Keywords
collision avoidance; image classification; image colour analysis; mobile robots; multi-robot systems; statistical analysis; Android soccer games; adaptive classification system; color block label; color identification; formation strategy; image classification; image morphology operation; image object identification; intelligent decision making technoloy; kernel discriminant analysis; obstacle avoidance; path planning; statistical algorithm; strategy decision-making system; Androids; Games; Humanoid robots; Image color analysis; Image segmentation; Robot kinematics; Adaptive Classification; Android Soccer Game; Strategy Decision-Making Scheme;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent and Advanced Systems (ICIAS), 2012 4th International Conference on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4577-1968-4
Type
conf
DOI
10.1109/ICIAS.2012.6306153
Filename
6306153
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