• Title/Summary/Keyword: Electromyography

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Low-cost Prosthetic Hand Model using Machine Learning and 3D Printing (머신러닝과 3D 프린팅을 이용한 저비용 인공의수 모형)

  • Donguk Shin;Hojun Yeom;Sangsoo Park
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.1
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    • pp.19-23
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    • 2024
  • Patients with amputations of both hands need prosthetic hands that serve both cosmetic and functional purposes, and research on prosthetic hands using electromyography of remaining muscles is active, but there is still the problem of high cost. In this study, an artificial prosthetic hand was manufactured and its performance was evaluated using low-cost parts and software such as a surface electromyography sensor, machine learning software Edge Impulse, Arduino Nano 33 BLE, and 3D printing. Using signals acquired with surface electromyography sensors and subjected to digital signal processing through Edge Impulse, the flexing movement signals of each finger were transmitted to the fingers of the prosthetic hand model through training to determine the type of finger movement using machine learning. When the digital signal processing conditions were set to a notch filter of 60 Hz, a bandpass filter of 10-300 Hz, and a sampling frequency of 1,000 Hz, the accuracy of machine learning was the highest at 82.1%. The possibility of being confused between each finger flexion movement was highest for the ring finger, with a 44.7% chance of being confused with the movement of the index finger. More research is needed to successfully develop a low-cost prosthetic hand.

Laryngeal Electromyography

  • Lee, In-Ja
    • Proceedings of the KSLP Conference
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    • 1994.06a
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    • pp.138-142
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    • 1994
  • Types of muscle fiber (Table omitted) Thyroarytenoid ; higher proportion of TypeII fiber. Post.cricoarytenoid. Higher proportion of Type fiber ; 52-67%. Type II fiber ; IIA dominant. Rapid contraction &fatigue ressitant ; appropriate for endurant action of respiration. Muscle fiber type grouping(Teig E et al, 1978). (omitted)

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The Effect of Different Head Positions with Whole Body Vibration on Muscle Activation related to Postural Stability in Standing

  • Seo, Hye-Jung;Kim, Joong-Hwi;Son, Kuk-Kyung
    • The Journal of Korean Physical Therapy
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    • v.26 no.3
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    • pp.156-162
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    • 2014
  • Purpose: The purpose of this study was to investigate muscle activation related to postural stability depending on different head positions with whole body vibration (WBV) in standing. Methods: Eighteen healthy subjects voluntarily participated in this single-group, repeated-measures study in which the surface electromyography (EMG) data from upper trapezius, rectus abdominis, external oblique abdominis, erector spinae, gluteus maximus, rectus femoris, semitendinosus, medial gastrocnemius were collected over 3 different frequencies (0-10-20Hz) and 4 different head positions (neutral, flexion, extension, chin tuck) for each subject on WBV while standing. Results: The results of this study demonstrated that the EMG activity of all recorded muscles shows significant difference between three different frequencies and four head positions of WBV while standing (p<0.05). In the multiple comparison, significant differences could be observed for most of different frequency conditions except 0-10Hz of RA, 10-20Hz of ST. In contrast, no significant difference showed the comparison of the EMG activity depending on different head positions (p<0.05). Conclusion: These findings suggest that different head positions on WBV do not activate muscles related to postural stability. However, higher frequency on WBV is highly effective to activate whole body muscles included postural muscles regardless of different head positions.

EMG Activities of Trunk and Lower Extremity Muscles Induced by Different Intensity of Whole Body Vibration During Bridging Exercise

  • Kim, Tack-Hoon;Choi, Houng-Sik
    • Physical Therapy Korea
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    • v.16 no.4
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    • pp.16-22
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    • 2009
  • The purpose of this study was to investigate the trunk and lower extremity muscle activity induced by three different intensity conditions (intensity 1, 3, 5) of whole body vibration (WBV) during bridging exercise. Surface electromyography (EMG) was used to measure trunk and lower extremity muscles activity. Eleven healthy young subjects (6 males, 5 females) were recruited from university students. The collected EMG data were normalized using reference contraction (no vibration during bridging) and expressed as a percentage of reference voluntary contraction. To analyze the differences in EMG data, the repeated one-way analysis of variance was used. A Bonferroni's correction was used for multiple comparisons. The study showed that EMG activity of the rectus abdominis, external oblique, internal oblique, erector spinae and rectus femoris muscles was not significantly different among three intensity conditions of WBV during bridging exercise (p>.05). However, there were significantly increased EMG activity of the medial hamstring muscle (p=.001) and medial gastrocnemius muscle (p=.027) in the intensity 3 condition compared with the intensity 1 condition. This result can be interpreted that vibration was absorbed through the distal muscles, plantar flexor and knee flexor.

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The Influence of Psychological Stress on Neck Muscles and Heart Rate Variability (정신적 스트레스가 경항부 근육과 심박변이도(Heart Rate Variability)에 미치는 영향)

  • Kwon, Ho-Young;Lim, Kwang-Muk;Kim, Jeong-Hwan
    • Journal of Korean Medicine Rehabilitation
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    • v.20 no.4
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    • pp.147-157
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    • 2010
  • Objectives : The study is performed to investigate the influence of psychological stress on neck muscles tone and heart rate variability(HRV). Methods : This study was carried out with the data from stress response index score(SRI), surface electromyography(sEMG) and HRV. First subjects were divided into two group according to the SRI points. Subjects in group A had points of SRI in which lower than 30 points. Subjects in group B had points of SRI in which higher than 30 points. Then we investigated how to difference of the index of sEMG and HRV according to each groups. Results : In this study, the muscle contraction of both upper trapezius muscle in stress group were higher than non-stress group significantly. Complexity, root mean square of successive differences of R-R intervals(RMSSD), standard deviation difference between adjacent normal to normal intervals(SDSD), high frequency oscillation power(Ln(HF)), normalized HF(Norm HF) in stress group were lower than non-stress group significantly and normalized LF(Norm LF) was higher. Conclusions : This results show that the stress was associated with neck muscle condition and autonomic nervous system.