标题: | A Study on Genetic Algorithm and Neural Network for Implementing Mini-Games |
作者: | Charoenkwan, Phasit Fang, Shih-Wei Wong, Sai-Keung 资讯工程学系 Department of Computer Science |
关键字: | artificial intelligence;evolutionary robotics;games |
公开日期: | 1-一月-2010 |
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. |
URI: | http://dx.doi.org/10.1109/TAAI.2010.35 http://hdl.handle.net/11536/146515 |
ISSN: | 2376-6816 |
DOI: | 10.1109/TAAI.2010.35 |
期刊: | INTERNATIONAL CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI 2010) |
起始页: | 158 |
结束页: | 165 |
显示于类别: | Conferences Paper |