Artificial neural network that modifies muscle activity in sit-to-stand motion using sensory input

Yoshida, Kazunori; An, Qi; Hamada, Hiroyuki; Yamakawa, Hiroshi; Tamura, Yusuke; Yamashita, Atsushi; Asama, Hajime

doi:10.1080/01691864.2021.1917452

Advanced Robotics

2021

DOI: 10.1080/01691864.2021.1917452

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Artificial neural network that modifies muscle activity in sit-to-stand motion using sensory input

Kazunori Yoshida

Qi An

Hiroyuki Hamada

et al.

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2024

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Muscle synergy and kinematic synergy analyses during sit-to-stand motions in hallux valgus patients before and after treatment with Kinesio taping

Liu,

Zhou

et al. 2024

BioMed Eng OnLine

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Objectives: To explore the impact of hallux valgus (HV) on lower limb neuromuscular control strategies during the sit-to-stand (STS) movement, and to evaluate the effects of Kinesio taping (KT) intervention on these control strategies in HV patients. Methods:We included 14 young healthy controls (HY), 13 patients in the HV group (HV), and 11 patients in the HV group (HVI) who underwent a Kinesio taping (KT) intervention during sit-to-stand (STS) motions. We extracted muscle and kinematic synergies from EMG and motion capture data using non-negative matrix factorization (NNMF). In addition, we calculated the center of pressure (COP) and ground reaction forces (GRF) to assess balance performance.Results: There were no significant differences in the numbers of muscle and kinematic synergies between groups. In the HV group, knee flexors and ankle plantar flexors were abnormally activated, and muscle synergy D was differentiated. Muscle synergy D was not differentiated in the HVI group. Conclusion:Abnormal activation of knee flexors and plantar flexors led to the differentiation of module D in HV patients, which can be used as an indicator of the progress of HV rehabilitation. KT intervention improved motor control mechanisms in HV patients.

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Muscle synergy and kinematic synergy analyses during sit-to-stand motions in hallux valgus patients before and after treatment with Kinesio taping

Liu,

Zhou

et al. 2024

BioMed Eng OnLine

View full text Add to dashboard Cite

show abstract

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Artificial neural network that modifies muscle activity in sit-to-stand motion using sensory input

Cited by 1 publication

References 22 publications

Muscle synergy and kinematic synergy analyses during sit-to-stand motions in hallux valgus patients before and after treatment with Kinesio taping

Muscle synergy and kinematic synergy analyses during sit-to-stand motions in hallux valgus patients before and after treatment with Kinesio taping

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