spiking neural networks and its application for mobile robots | |
Wang Xiuqing ; Hou Zeng-Guang ; Tan Min ; Wang Yongji ; Huang Zhanhua | |
2011 | |
会议名称 | 30th Chinese Control Conference, CCC 2011 |
会议日期 | 22-Jul-02 |
会议地点 | Yantai, China |
关键词 | Computer vision Control Mobile robots |
页码 | 4133-4138 |
英文摘要 | In this paper, the third generation neural network- Spiking neural networks (SNNs) are introduced. SNNs' origination, characteristic, coding, the training methods, and the models of Spiking neurons and synaptics are also discussed. A survey for SNNs' research and application in mobile robots is made. Because of SNNs' unique characteristic: good biological plausibility, Spiking neurons involving both temporal and spatial information, faster and more efficiently computing, good robustness and easy implementation by hardware, SNNs have been used in mobile robots' control, environment perception and robots' vision successfully. © 2011 Chinese Assoc of Automati. |
收录类别 | EI |
会议主办者 | Academy of Mathematics and Systems Science, CAS; IEEE Control Systems Society; IEEE Industrial Electronics Society; The Society of Instr. and Contr. Engineers of Japan; Institute of Control, Robotics and Systems of Korea |
会议录 | Proceedings of the 30th Chinese Control Conference, CCC 2011 |
会议录出版地 | United States |
语种 | 中文 |
ISBN号 | 9789881725592 |
内容类型 | 会议论文 |
源URL | [http://124.16.136.157/handle/311060/14223] |
专题 | 软件研究所_互联网软件技术实验室 _会议论文 |
推荐引用方式 GB/T 7714 | Wang Xiuqing,Hou Zeng-Guang,Tan Min,et al. spiking neural networks and its application for mobile robots[C]. 见:30th Chinese Control Conference, CCC 2011. Yantai, China. 22-Jul-02. |
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