The Analysis of Pedestrian's Motion State Based on the Entropy of sEMG

被引:2
作者
Li, Min [1 ]
Zhao, Long [2 ]
机构
[1] Beihang Univ, Digital Nav Ctr, Beijing, Peoples R China
[2] Beihang Univ, Sci & Technol Aircraft Control Lab, Beijing, Peoples R China
来源
CHINA SATELLITE NAVIGATION CONFERENCE (CSNC) 2016 PROCEEDINGS, VOL I | 2016年 / 388卷
关键词
Entropy; sEMG; Feature extraction; Pedestrian's motion state;
D O I
10.1007/978-981-10-0934-1_26
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In order to solve the problem that traditional eigenvalue analysis of time domain and frequency domain cannot classify pedestrian's motion state correctly in pedestrian navigation because of the changing of stride frequency and length, etc., a method for motion state analysis in combination with time domain characteristics and entropy of sEMG was presented. This method analyzed the complexity and amplitude of pedestrian's motion state, estimated the stride frequency, and classified four movement state include walking, running, upstairs, and downstairs according to variation feature of sEMG. The experimental results show that the average classification accuracy went up at least by 8.25 % with presented method, it gets more reliable and stronger anti-interference capacity compared with the characteristics of time domain.
引用
收藏
页码:287 / 297
页数:11
相关论文
共 10 条
[1]  
Chen WT., 2008, STUDY FEATURE EXTRAC, P38
[2]   Simple and Computationally Efficient Movement Classification Approach for EMG-controlled Prosthetic Hand: ANFIS vs. Artificial Neural Network [J].
Fariman, Hessam Jahani ;
Ahmad, Siti A. ;
Marhaban, M. Hamiruce ;
Ghasab, M. Ali Jan ;
Chappell, Paul H. .
INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2015, 21 (04) :559-573
[3]   An EMG comparative analysis of quadriceps during isoinertial strength training using nonlinear scaled wavelets [J].
Napoli, Nicholas J. ;
Mixco, Anthony R. ;
Bohorquez, Jorge E. ;
Signorile, Joseph F. .
HUMAN MOVEMENT SCIENCE, 2015, 40 :134-153
[4]   Trunk and hip muscle activity in early walkers with and without cerebral palsy - A frequency analysis [J].
Prosser, Laura A. ;
Lee, Samuel C. K. ;
Barbe, Mary F. ;
VanSant, Ann F. ;
Lauer, Richard T. .
JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY, 2010, 20 (05) :851-859
[5]  
Wang Q, 2013, SURFACE ELECTROMYOGR
[6]  
[吴冬梅 Wu Dongmei], 2010, [中国组织工程研究与临床康复, Journal of Clinical Rehabilitative Tissue Engineering Research], V14, P8073
[7]   Tagoram: Real-Time Tracking of Mobile RFID Tags to High Precision Using COTS Devices [J].
Yang, Lei ;
Chen, Yekui ;
Li, Xiang-Yang ;
Xiao, Chaowei ;
Li, Mo ;
Liu, Yunhao .
PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM '14), 2014, :237-248
[8]  
Yang X, 2014, CHINA SCI TECHNOL IN, P34
[9]  
Zhang X, 2010, HUMAN ACTION RECOGNI
[10]  
[张艳艳 ZHANG Yan-yan], 2009, [中国医学物理学杂志, Chinese Journal of Medical Physics], V26, P1543