Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition
文献类型：期刊论文
| 作者 | Song, Wei3; Wang, Anhe1; Chen, Yang1 ; Bai, Shuo1; Han, Qingquan1; Lin, Zhonghang3; Yan, Nan4; Luo, Deng2; Liao, Yiqiao2; Zhang, Milin2,3
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| 刊名 | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS
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| 出版日期 | 2019-12-01 |
| 卷号 | 13期号:6页码:1563-1574 |
| ISSN号 | 1932-4545 |
| 关键词 | Flexible FPGA gradient boosting decision tree(GBDT) hand gesture Neural Signal Processing Unit (NSPU) smart sEMG recorder |
| DOI | 10.1109/TBCAS.2019.2953998 |
| 英文摘要 | This paper proposed a wearable smart sEMG recorder integrated gradient boosting decision tree (GBDT) based hand gesture recognition. A hydrogel-silica gel based flexible surface electrode band is used as the tissue interface. The sEMG signal is collected using a neural signal acquisition analog front end (AFE) chip. A quantitative analysis method is proposed to balance the algorithm complexity and recognition accuracy. A parallel GBDT implementation is proposed featuring a low latency. The proposed GBDT based neural signal processing unit (NSPU) is implemented on an FPGA near the AFE. A RF module is used for wireless communication. A hand gesture set including 12 gestures is designed for human-computer interaction. Experimental results show an overall hand gesture recognition accuracy of 91. |
| WOS关键词 | ACQUISITION ; ELECTROMYOGRAPHY ; WIRELESS ; SYSTEM |
| 资助项目 | Beijing Innovation Center for Future Chip ; Beijing National Research Center for Information Science and Technology ; National Natural Science Foundation of China[61674095] |
| WOS研究方向 | Engineering |
| 语种 | 英语 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| WOS记录号 | WOS:000507321400042 |
| 资助机构 | Beijing Innovation Center for Future Chip ; Beijing National Research Center for Information Science and Technology ; National Natural Science Foundation of China |
| 源URL | [http://ir.ipe.ac.cn/handle/122111/38710]  |
| 专题 | 中国科学院过程工程研究所 |
| 通讯作者 | Zhang, Milin |
| 作者单位 | 1.Chinese Acad Sci, State Key Lab Biochem Engn, Inst Proc Engn, Beijing 100084, Peoples R China 2.Tsinghua Univ, Inst Microelect, Beijing 100084, Peoples R China 3.Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China 4.Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China |
| 推荐引用方式 GB/T 7714 | Song, Wei,Wang, Anhe,Chen, Yang,et al. Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition[J]. IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS,2019,13(6):1563-1574. |
| APA | Song, Wei.,Wang, Anhe.,Chen, Yang.,Bai, Shuo.,Han, Qingquan.,...&Xie, Xiang.(2019).Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition.IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS,13(6),1563-1574. |
| MLA | Song, Wei,et al."Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition".IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS 13.6(2019):1563-1574. |
入库方式： OAI收割
来源：过程工程研究所
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