Multimuscle Functional-Electrical-Stimulation-Based Wrist Tremor Suppression Using Repetitive Control
Wrist motion is produced by a group of muscles acting in a coordinated way. However, existing functional electrical stimulation (FES)-based wrist tremor suppression methods just stimulate one pair of muscles, which can limit the tremor suppression performance and cause muscle fatigue. To address the...
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Published in | IEEE/ASME transactions on mechatronics Vol. 27; no. 5; pp. 3988 - 3998 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.10.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1083-4435 1941-014X |
DOI | 10.1109/TMECH.2022.3150301 |
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Abstract | Wrist motion is produced by a group of muscles acting in a coordinated way. However, existing functional electrical stimulation (FES)-based wrist tremor suppression methods just stimulate one pair of muscles, which can limit the tremor suppression performance and cause muscle fatigue. To address these problems, this article proposes a multimuscle FES-based wrist tremor suppression method by fully considering the properties of wrist motion. First, with the consideration of the mainly involved two pairs of muscles in wrist flexion and extension motion, a multimuscle wrist musculoskeletal model with a Hammerstein structure is developed, and the parameters are identified. Then, a feedback repetitive controller combined with a feedforward linearization controller is proposed for tremor suppression. A frequency-modified inverse repetitive control algorithm and a gradient-based repetitive control algorithm are put forward to regulate the FES level properly. Finally, experiments on both unimpaired subjects and intention tremor patients verify that compared to the existing single-muscle-pair FES-based methods, the proposed methods can substantially improve the performance of tremor suppression and effectively reduce the level of electrical stimulation significantly, thereby reducing muscle fatigue. |
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AbstractList | Wrist motion is produced by a group of muscles acting in a coordinated way. However, existing functional electrical stimulation (FES)-based wrist tremor suppression methods just stimulate one pair of muscles, which can limit the tremor suppression performance and cause muscle fatigue. To address these problems, this article proposes a multimuscle FES-based wrist tremor suppression method by fully considering the properties of wrist motion. First, with the consideration of the mainly involved two pairs of muscles in wrist flexion and extension motion, a multimuscle wrist musculoskeletal model with a Hammerstein structure is developed, and the parameters are identified. Then, a feedback repetitive controller combined with a feedforward linearization controller is proposed for tremor suppression. A frequency-modified inverse repetitive control algorithm and a gradient-based repetitive control algorithm are put forward to regulate the FES level properly. Finally, experiments on both unimpaired subjects and intention tremor patients verify that compared to the existing single-muscle-pair FES-based methods, the proposed methods can substantially improve the performance of tremor suppression and effectively reduce the level of electrical stimulation significantly, thereby reducing muscle fatigue. |
Author | Chu, Bing Liu, Yanhong Zhang, Zan Li, Zhe Owens, David H. |
Author_xml | – sequence: 1 givenname: Zan orcidid: 0000-0002-1442-4459 surname: Zhang fullname: Zhang, Zan email: zanzan@zzu.edu.cn organization: School of Electrical Engineering, Zhengzhou University, Zhengzhou, China – sequence: 2 givenname: Bing orcidid: 0000-0002-2711-8717 surname: Chu fullname: Chu, Bing email: b.chu@soton.ac.uk organization: Department of Electronics and Computer Science, University of Southampton, Southampton, U.K – sequence: 3 givenname: Yanhong orcidid: 0000-0002-7349-5871 surname: Liu fullname: Liu, Yanhong email: liuyh@zzu.edu.cn organization: School of Electrical Engineering, Zhengzhou University, Zhengzhou, China – sequence: 4 givenname: Zhe surname: Li fullname: Li, Zhe email: lizhe.1974@163.com organization: Rehabilitation Department, Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China – sequence: 5 givenname: David H. surname: Owens fullname: Owens, David H. email: d.h.owens@sheffield.ac.uk organization: School of Electrical Engineering, Zhengzhou University, Zhengzhou, China |
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Snippet | Wrist motion is produced by a group of muscles acting in a coordinated way. However, existing functional electrical stimulation (FES)-based wrist tremor... |
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SubjectTerms | Algorithms Control algorithms Control theory Experimental verification Feedforward control Iron multimuscle functional electrical stimulation Muscle fatigue Muscles Muscular fatigue musculoskeletal model Musculoskeletal system Parameter identification Performance enhancement Recruitment Repetitive control repetitive control (RC) Repetitive controllers Stability analysis Stimulation Torque Tremors Wrist wrist tremor suppression |
Title | Multimuscle Functional-Electrical-Stimulation-Based Wrist Tremor Suppression Using Repetitive Control |
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