Payload estimation using forcemyography sensors for control of upper-body exoskeleton in load carrying assistance

被引:18
|
作者
Islam, Muhammad R. U. [1 ]
Bai, Shaoping [1 ]
机构
[1] Aalborg Univ, Dept Mat & Prod, Aalborg, Denmark
关键词
Forcemyography; payload estimation; assistive exoskeleton; physical human-robot interaction; ACTUATED EXOSKELETON; EMG; DESIGN; ROBOT;
D O I
10.4173/mic.2019.4.1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In robotic assistive devices, the determination of required assistance is vital for proper functioning of assistive control. This paper presents a novel solution to measure conveniently and accurately carried payload in order to estimate the required assistance level. The payload is estimated using upper arm forcemyography (FMG) through a sensor band made of force sensitive resistors. The sensor band is worn on the upper arm and is able to measure the change of normal force applied due to muscle contraction. The readings of the sensor band are processed using support vector machine (SVM) regression technique to estimate the payload. The developed method was tested on human subjects, carrying a payload. Experiments were further conducted on an upper-body exoskeleton to provide the required assistance. The results show that the developed method is able to estimate the load carrying status, which can be used in exoskeleton control to provide effectively physical assistance needed.
引用
收藏
页码:189 / 198
页数:10
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