TY - JOUR
T1 - Closed-loop Control using Electrotactile Feedback Encoded in Frequency and Pulse Width
AU - Dideriksen, Jakob L.
AU - Mercader, Irene Uriarte
AU - Dosen, Strahinja
N1 - Funding Information:
Manuscript received September 3, 2019; revised February 24, 2020 and March 23, 2020 and March 31, 2020; accepted March 31, 2020. Date of publication April 10, 2020; date of current version December 21, 2020. This work was supported by Independent Research Fund Denmark, Case-Nos. 8022-00243A (ROBIN) and 8022-00226B. (Corresponding author: Jakob L. Dideriksen.) The authors are with the Department of Health Science and Technology, Aalborg University, 9000 Aalborg, Denmark (e-mail: jldi@hst.aau.dk; iuriar17@student.aau.dk; sdosen@hst.aau.dk). Digital Object Identifier 10.1109/TOH.2020.2985962
Publisher Copyright:
© 2008-2011 IEEE.
Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2020/10/1
Y1 - 2020/10/1
N2 - Sensory substitution by electrotactile stimulation has been widely investigated for improving the functionality of human-machine interfaces. Few studies, however, have objectively compared different ways in which such systems can be implemented. In this study, we compare encoding of a feedback variable in stimulation pulse width or stimulation frequency during a closed-loop control task. Specifically, participants were asked to track a predefined pseudorandom trajectory using a joystick with electrotactile feedback as the only indication of the tracking error. Each participant performed eight 90 s trials per encoding scheme. Tracking performance using frequency modulation enabled lower tracking error (RMSE: Frequency modulation: 0.27 ± 0.03; Pulse width modulation: 0.31 ± 0.05; p < 0.05) and a higher correlation with the target trajectory (Frequency modulation: 83.4 ± 4.1%; Pulse width modulation: 79.8 ± 5.2%; p < 0.05). There was no significant improvement in performance over the eight trials. Furthermore, frequency-domain analysis revealed that frequency modulation was characterized with a higher gain at lower error frequencies. In summary, the results indicate that encoding of feedback variables in the frequency of pulses enables better control than pulse width modulation in closed-loop dynamic tasks.
AB - Sensory substitution by electrotactile stimulation has been widely investigated for improving the functionality of human-machine interfaces. Few studies, however, have objectively compared different ways in which such systems can be implemented. In this study, we compare encoding of a feedback variable in stimulation pulse width or stimulation frequency during a closed-loop control task. Specifically, participants were asked to track a predefined pseudorandom trajectory using a joystick with electrotactile feedback as the only indication of the tracking error. Each participant performed eight 90 s trials per encoding scheme. Tracking performance using frequency modulation enabled lower tracking error (RMSE: Frequency modulation: 0.27 ± 0.03; Pulse width modulation: 0.31 ± 0.05; p < 0.05) and a higher correlation with the target trajectory (Frequency modulation: 83.4 ± 4.1%; Pulse width modulation: 79.8 ± 5.2%; p < 0.05). There was no significant improvement in performance over the eight trials. Furthermore, frequency-domain analysis revealed that frequency modulation was characterized with a higher gain at lower error frequencies. In summary, the results indicate that encoding of feedback variables in the frequency of pulses enables better control than pulse width modulation in closed-loop dynamic tasks.
KW - closed-loop control sensory feedback
KW - Electrotactile stimulation
KW - sensory substitution.
UR - http://www.scopus.com/inward/record.url?scp=85098719035&partnerID=8YFLogxK
U2 - 10.1109/TOH.2020.2985962
DO - 10.1109/TOH.2020.2985962
M3 - Journal article
C2 - 32287006
AN - SCOPUS:85098719035
VL - 13
SP - 818
EP - 824
JO - IEEE Transactions on Haptics
JF - IEEE Transactions on Haptics
SN - 1939-1412
IS - 4
M1 - 9063550
ER -