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Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects

Recent research has advanced two degree-of-freedom (DoF), simultaneous, independent and proportional control of hand-wrist prostheses using surface electromyogram signals from remnant muscles as the control input. We evaluated two such regression-based controllers, along with conventional, sequentia...

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Autores principales: Zhu, Ziling, Li, Jianan, Boyd, William J., Martinez-Luna, Carlos, Dai, Chenyun, Wang, Haopeng, Wang, He, Huang, Xinming, Farrell, Todd R., Clancy, Edward A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9044433/
https://www.ncbi.nlm.nih.gov/pubmed/35349446
http://dx.doi.org/10.1109/TNSRE.2022.3163149
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author Zhu, Ziling
Li, Jianan
Boyd, William J.
Martinez-Luna, Carlos
Dai, Chenyun
Wang, Haopeng
Wang, He
Huang, Xinming
Farrell, Todd R.
Clancy, Edward A.
author_facet Zhu, Ziling
Li, Jianan
Boyd, William J.
Martinez-Luna, Carlos
Dai, Chenyun
Wang, Haopeng
Wang, He
Huang, Xinming
Farrell, Todd R.
Clancy, Edward A.
author_sort Zhu, Ziling
collection PubMed
description Recent research has advanced two degree-of-freedom (DoF), simultaneous, independent and proportional control of hand-wrist prostheses using surface electromyogram signals from remnant muscles as the control input. We evaluated two such regression-based controllers, along with conventional, sequential two-site control with co-contraction mode switching (SeqCon), in box-block, refined-clothespin and door-knob tasks, on 10 able-bodied and 4 limb-absent subjects. Subjects operated a commercial hand and wrist using a socket bypass harness. One 2-DoF controller (DirCon) related the intuitive hand actions of open-close and pronation-supination to the associated prosthesis hand-wrist actions, respectively. The other (MapCon) mapped myoelectrically more distinct, but less intuitive, actions of wrist flexion-extension and ulnar-radial deviation. Each 2-DoF controller was calibrated from separate 90 s calibration contractions. SeqCon performed better statistically than MapCon in the predominantly 1-DoF box-block task (> 20 blocks/minute vs. 8–18 blocks/minute, on average). In this task, SeqCon likely benefited from an ability to easily focus on 1-DoF and not inadvertently trigger co-contraction for mode switching. The remaining two tasks require 2-DoFs, and both 2-DoF controllers each performed better (factor of 2–4) than SeqCon. We also compared the use of 12 vs. 6 optimally-selected EMG electrodes as inputs, finding no statistical difference. Overall, we provide further evidence of the benefits of regression-based EMG prosthesis control of 2-DoFs in the hand-wrist.
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spelling pubmed-90444332022-04-27 Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects Zhu, Ziling Li, Jianan Boyd, William J. Martinez-Luna, Carlos Dai, Chenyun Wang, Haopeng Wang, He Huang, Xinming Farrell, Todd R. Clancy, Edward A. IEEE Trans Neural Syst Rehabil Eng Article Recent research has advanced two degree-of-freedom (DoF), simultaneous, independent and proportional control of hand-wrist prostheses using surface electromyogram signals from remnant muscles as the control input. We evaluated two such regression-based controllers, along with conventional, sequential two-site control with co-contraction mode switching (SeqCon), in box-block, refined-clothespin and door-knob tasks, on 10 able-bodied and 4 limb-absent subjects. Subjects operated a commercial hand and wrist using a socket bypass harness. One 2-DoF controller (DirCon) related the intuitive hand actions of open-close and pronation-supination to the associated prosthesis hand-wrist actions, respectively. The other (MapCon) mapped myoelectrically more distinct, but less intuitive, actions of wrist flexion-extension and ulnar-radial deviation. Each 2-DoF controller was calibrated from separate 90 s calibration contractions. SeqCon performed better statistically than MapCon in the predominantly 1-DoF box-block task (> 20 blocks/minute vs. 8–18 blocks/minute, on average). In this task, SeqCon likely benefited from an ability to easily focus on 1-DoF and not inadvertently trigger co-contraction for mode switching. The remaining two tasks require 2-DoFs, and both 2-DoF controllers each performed better (factor of 2–4) than SeqCon. We also compared the use of 12 vs. 6 optimally-selected EMG electrodes as inputs, finding no statistical difference. Overall, we provide further evidence of the benefits of regression-based EMG prosthesis control of 2-DoFs in the hand-wrist. 2022 2022-04-11 /pmc/articles/PMC9044433/ /pubmed/35349446 http://dx.doi.org/10.1109/TNSRE.2022.3163149 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Zhu, Ziling
Li, Jianan
Boyd, William J.
Martinez-Luna, Carlos
Dai, Chenyun
Wang, Haopeng
Wang, He
Huang, Xinming
Farrell, Todd R.
Clancy, Edward A.
Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title_full Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title_fullStr Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title_full_unstemmed Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title_short Myoelectric Control Performance of Two Degree of Freedom Hand-Wrist Prosthesis by Able-Bodied and Limb-Absent Subjects
title_sort myoelectric control performance of two degree of freedom hand-wrist prosthesis by able-bodied and limb-absent subjects
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9044433/
https://www.ncbi.nlm.nih.gov/pubmed/35349446
http://dx.doi.org/10.1109/TNSRE.2022.3163149
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