Title
sEMG-based estimation of human stiffness: Towards impedance-controlled rehabilitation
Abstract
In rehabilitation robotics, surface electromyography (sEMG) is extensively used as a human-machine interface, mainly for prosthetic/orthotic control purposes. The technique has been proved to be a highly accurate way of detecting a human subject's intended position, force and torque configurations. Widely applied in the clinics, it is gaining even more momentum as polyarticulated, ever-more dexterous self-powered rehabilitation artifacts appear on the market. In this paper we present a preliminary result about the usage of the same technique to estimate a human subject's hand stiffness in the presence of force-feedback. A novel force feedback control concept based on the modulation of the robot arm stiffness according to the estimated hand stiffness is presented. Thus, the robot arm is set to mimic the stiffness properties of the subject that is controlling the arm, in real time. Six intact subjects were immersed in a simple teleoperation task, in which force feedback was present; the hand stiffness was measured via force perturbation at the master's manipulandum and associated with the sEMG signals. This live estimation of stiffness was then used to control the impedance of the slave. Experimental results show that this system leads to high positional precision but high contact forces when the estimated stiffness is high, and vice-versa. The system has potential applications in impedance control of rehabilitation devices such as, e.g., upper / lower limb prostheses, self-powered orthoses and exoskeleta, leading to an ever-better integration with patients.
Year
DOI
Venue
2014
10.1109/BIOROB.2014.6913844
BioRob
Keywords
Field
DocType
electromyography,force control,force feedback,human computer interaction,manipulators,medical robotics,medical signal processing,orthotics,patient rehabilitation,position control,prosthetics,telerobotics,torque control,force configuration,force feedback control,human stiffness,human-machine interface,impedance-controlled rehabilitation,orthotic control,position configuration,prosthetic control,rehabilitation robotics,robot arm stiffness,semg-based estimation,surface electromyography,teleoperation task,torque configuration,estimation,electrodes,impedance,torque
Teleoperation,Robotic arm,Torque,Stiffness,Simulation,Control theory,Contact force,Impedance control,Rehabilitation robotics,Engineering,Haptic technology
Conference
ISSN
Citations 
PageRank 
2155-1774
0
0.34
References 
Authors
9
3
Name
Order
Citations
PageRank
Claudio Castellini1565.26
Arquer, A.200.34
Artigas, J.300.34