Feedback Method of Force Controlled by Electrical Muscle Stimulation Based on Infrared Optical Sensing

被引:3
作者
Hosono, Satoshi [1 ]
Miyake, Tamon [2 ]
Miyake, Shota [3 ]
Tamaki, Emi [1 ,4 ]
机构
[1] H2L Inc, Tokyo, Japan
[2] Waseda Univ, Future Robot Org, Tokyo, Japan
[3] Waseda Univ, Creat Sci & Engn Fac, Tokyo, Japan
[4] Univ Ryukyus, Fac Engn, Nishihara, Okinawa, Japan
来源
FRONTIERS IN VIRTUAL REALITY | 2022年 / 3卷
关键词
infrared optical sensing; body sharing; electrical muscle stimulation; support vector regression model; augmented experience; PIANISTS;
D O I
10.3389/frvir.2022.880238
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The goal of the study was to develop a system that can adjust the electrical muscle stimulation parameters for individuals when sharing experiences with stimulation by sensing the degree of muscle contraction during electrical stimulation. If we do not know the appropriate amount of current for stimulation for an individual, the muscles would not contract as we aimed, and we will not be able to share the experience as we expected. In this study, we presented a system estimating fingertip force as the output of electrical muscle stimulation by monitoring the muscle state based on infrared optical sensing for adjusting electrical muscle stimulation parameters for the individual. We developed a regression model based on support vector regression during electrical stimulation using an infrared optical sensor with seven people's data to estimate the pushing force. The coefficient of determination between the measured pushing force and estimated pushing force was greater than 0.8 and 0.9 for the index and middle fingers, respectively. The system can monitor a feedback value of electrical muscle stimulation fingertip control. The system showed the feasibility of infrared optical sensing for the closed-loop feedback control system of the electrical stimulation parameters for an individual.
引用
收藏
页数:9
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