Comparisons on different sEMG-features with Dimension-reduction methods in Hand Motion Recognition
文献类型：会议论文
| 作者 | Li ZY(李自由) ; Zhao XG(赵新刚); Han JD(韩建达); Liu GJ(刘光军)
|
| 出版日期 | 2016 |
| 会议名称 | 2016 International Conference on Advanced Robotics and Mechatronics (ICARM) |
| 会议日期 | Augest 18-20, 2016 |
| 会议地点 | Macau, PEOPLES R CHINA |
| 关键词 | sEMG feature extraction dimension-reduction method motion recognition |
| 页码 | 631-634 |
| 通讯作者 | 李自由 |
| 中文摘要 | Hand motion recognition based on surface electromyography (sEMG) has drawn much attention over last decades. Generally, sEMG can be non-invasively measured on the skin, and then different stable features directly relating to hand motion are extracted from the preprocessed sEMG. In order to improve computational efficiency, some dimension-reduction methods, such as PCA, LDA, are always employed to reduce the high-dimensional sEMG-features into a proper low-dimensional space. Afterwards, hand motions can be classified by a trained classification model. The proper sEMG-features and dimension-reduced data are keys for accurately identifying hand motions. This paper provides performance comparisons on different features combining with different dimension-reduction methods. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 1 |
| 会议主办者 | S China Univ Technol, Univ Macau, EEE Syst Man & Cybernet Soc, IEEE Robot & Automat Soc, IEEE Control Syst Soc, Beijing Chapter, Chinese Assoc Automat, Chinese Assoc Artificial Intelligence, IEEE SMCA Tech Comm Computat Psychophysiol, IEEE SMCA Tech Comm Bio Mechatron & Bio Robot Syst, IFAC Tech Comm Econ Business & Financial Syst |
| 会议录 | IEEE ICARM 2016 - 2016 INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND MECHATRONICS (ICARM)
 |
| 会议录出版者 | IEEE |
| 会议录出版地 | NEW YORK |
| 语种 | 英语 |
| ISBN号 | 978-1-5090-3364-5 |
| WOS记录号 | WOS:000386653600110 |
| 源URL | [http://ir.sia.cn/handle/173321/19411]  |
| 专题 | 沈阳自动化研究所_机器人学研究室 |
| 推荐引用方式 GB/T 7714 | Li ZY,Zhao XG,Han JD,et al. Comparisons on different sEMG-features with Dimension-reduction methods in Hand Motion Recognition[C]. 见:2016 International Conference on Advanced Robotics and Mechatronics (ICARM). Macau, PEOPLES R CHINA. Augest 18-20, 2016. |
入库方式： OAI收割
来源：沈阳自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。