Multi-periodic repetitive control for functional electrical stimulation based wrist tremor suppression
Multi-periodic repetitive control for functional electrical stimulation based wrist tremor suppression
Intention tremor refers to the rhythmic and involuntary contraction and relaxation of muscles with movement toward a target, which is a common sequela of multiple sclerosis and usually occurs in the distal joints of the upper limb. Functional electrical stimulation (FES) is feasible for tremor suppression because of its fewer side effects, low cost, and portability. Most existing FES-based design methods assume that tremor is a single-frequency signal, though it is multifrequency in reality. The idealized simplification will limit the performance of tremor suppression. To address the problem, this article proposes an FES-based multiperiodic repetitive control (MP-RC) scheme to suppress multiple frequency wrist tremors. First, a nonlinear wrist musculoskeletal model with a Hammerstein structure is established. Then, a control strategy combining the model inverse linearization control and MP-RC is proposed for tremor suppression. A frequency-modified inverse RC algorithm and a gradient-based RC algorithm are developed to regulate the FES level. Finally, comparative experiments on four unimpaired participants and an intention tremor patient are conducted to validate the effectiveness of the proposed control schemes. Experimental results show that the MP-RC scheme can suppress tremors by up to 90.52%. Compared with the traditional filter-based feedback controller and the single-periodic repetitive controller, the proposed multiperiodic repetitive controller can achieve an average of 26% and 16% improvement, respectively, in tremor suppression, demonstrating the advantages of the proposed design.
1494 - 1509
Zhang, Zan
f21d5078-b218-40f1-91b6-dc0a06104522
Chu, Bing
555a86a5-0198-4242-8525-3492349d4f0f
Liu, Yanhong
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Ren, Haichuan
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Li, Zhe
c1336573-68c4-4c04-a52a-90ec49b8f004
Owens, David H.
dca0ba32-aba6-4bab-a511-9bd322da16df
Zhang, Zan
f21d5078-b218-40f1-91b6-dc0a06104522
Chu, Bing
555a86a5-0198-4242-8525-3492349d4f0f
Liu, Yanhong
c4b4a3da-3e3b-4cd0-8d54-2c3e40cfa4ea
Ren, Haichuan
9ba9c3db-4726-4627-93c9-e6d7daabd616
Li, Zhe
c1336573-68c4-4c04-a52a-90ec49b8f004
Owens, David H.
dca0ba32-aba6-4bab-a511-9bd322da16df
Zhang, Zan, Chu, Bing, Liu, Yanhong, Ren, Haichuan, Li, Zhe and Owens, David H.
(2021)
Multi-periodic repetitive control for functional electrical stimulation based wrist tremor suppression.
IEEE Transactions on Control Systems Technology, 30 (4), .
(doi:10.1109/TCST.2021.3111107).
Abstract
Intention tremor refers to the rhythmic and involuntary contraction and relaxation of muscles with movement toward a target, which is a common sequela of multiple sclerosis and usually occurs in the distal joints of the upper limb. Functional electrical stimulation (FES) is feasible for tremor suppression because of its fewer side effects, low cost, and portability. Most existing FES-based design methods assume that tremor is a single-frequency signal, though it is multifrequency in reality. The idealized simplification will limit the performance of tremor suppression. To address the problem, this article proposes an FES-based multiperiodic repetitive control (MP-RC) scheme to suppress multiple frequency wrist tremors. First, a nonlinear wrist musculoskeletal model with a Hammerstein structure is established. Then, a control strategy combining the model inverse linearization control and MP-RC is proposed for tremor suppression. A frequency-modified inverse RC algorithm and a gradient-based RC algorithm are developed to regulate the FES level. Finally, comparative experiments on four unimpaired participants and an intention tremor patient are conducted to validate the effectiveness of the proposed control schemes. Experimental results show that the MP-RC scheme can suppress tremors by up to 90.52%. Compared with the traditional filter-based feedback controller and the single-periodic repetitive controller, the proposed multiperiodic repetitive controller can achieve an average of 26% and 16% improvement, respectively, in tremor suppression, demonstrating the advantages of the proposed design.
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e-pub ahead of print date: 20 September 2021
Identifiers
Local EPrints ID: 469353
URI: http://eprints.soton.ac.uk/id/eprint/469353
ISSN: 1063-6536
PURE UUID: 664adb03-9dd3-45a3-840d-4ca489be4ee5
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Date deposited: 13 Sep 2022 16:56
Last modified: 17 Mar 2024 03:28
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Author:
Zan Zhang
Author:
Bing Chu
Author:
Yanhong Liu
Author:
Haichuan Ren
Author:
Zhe Li
Author:
David H. Owens
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