CAS OpenIR
Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition
Song, Wei1; Wang, Anhe2; Chen, Yang2; Bai, Shuo2; Han, Qingquan2; Lin, Zhonghang1; Yan, Nan3; Luo, Deng4; Liao, Yiqiao4; Zhang, Milin1,4; Wang, Zhihua; Xie, Xiang4
2019-12-01
Source PublicationIEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS
ISSN1932-4545
Volume13Issue:6Pages:1563-1574
AbstractThis 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.
KeywordFlexible FPGA gradient boosting decision tree(GBDT) hand gesture Neural Signal Processing Unit (NSPU) smart sEMG recorder
DOI10.1109/TBCAS.2019.2953998
Language英语
WOS KeywordACQUISITION ; ELECTROMYOGRAPHY ; WIRELESS ; SYSTEM
Funding ProjectBeijing Innovation Center for Future Chip ; Beijing National Research Center for Information Science and Technology ; National Natural Science Foundation of China[61674095]
WOS Research AreaEngineering
WOS SubjectEngineering, Biomedical ; Engineering, Electrical & Electronic
Funding OrganizationBeijing Innovation Center for Future Chip ; Beijing National Research Center for Information Science and Technology ; National Natural Science Foundation of China
WOS IDWOS:000507321400042
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation statistics
Cited Times:6[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ipe.ac.cn/handle/122111/38711
Collection中国科学院过程工程研究所
Corresponding AuthorZhang, Milin
Affiliation1.Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
2.Chinese Acad Sci, State Key Lab Biochem Engn, Inst Proc Engn, Beijing 100084, Peoples R China
3.Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
4.Tsinghua Univ, Inst Microelect, Beijing 100084, Peoples R China
Recommended Citation
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.
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