A study on genetic algorithm and neural network for implementing mini-games

Phasit Charoenkwan*, Shih Wei Fang, Sai-Keung Wong

*此作品的通信作者

研究成果: Conference contribution同行評審

5 引文 斯高帕斯(Scopus)

摘要

We study on artificial neural network-based controllers which are either trained or evolved by using the supervised or unsupervised learning approach. We employed backpropagation for the supervised method and the genetic algorithm for the unsupervised method. After training the controllers, we applied the controllers to our three newly designed mini-3D games. We performed a comprehensive study on the performance and weaknesses of the controllers. We emerged the controllers as fundamental tools for giving us more understanding about artificial neural network and its effectiveness in imitating players' behaviours.

原文English
主出版物標題Proceedings - International Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010
頁面158-165
頁數8
DOIs
出版狀態Published - 1 12月 2010
事件2010 15th Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010 - Hsinchu, Taiwan
持續時間: 18 11月 201020 11月 2010

出版系列

名字Proceedings - International Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010

Conference

Conference2010 15th Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010
國家/地區Taiwan
城市Hsinchu
期間18/11/1020/11/10

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