• 제목/요약/키워드: sEMG

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표면근전도 신호를 활용한 CNN 기반 한국 지화숫자 인식을 위한 아래팔 근육과 전극 위치에 관한 연구 (Study on Forearm Muscles and Electrode Placements for CNN based Korean Finger Number Gesture Recognition using sEMG Signals)

  • 박종준;권춘기
    • 한국산학기술학회논문지
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    • 제19권8호
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    • pp.260-267
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    • 2018
  • 표면근전도(sEMG) 신호의 응용은 초기에는 단순히 근육 활성도의 유무를 판별하여 On/Off 의 스위치 기능으로 많이 사용되어 왔으나, 표면근전도 신호처리와 알고리즘의 발달로 휠체어의 방향 제어는 물론 수화를 인식하는 분야까지 확대되었다. 청각 장애인들의 언어 소통을 위한 중요한 수단인 수화나 지화는 미학습자와는 소통의 어려움이 존재해왔으며, 이러한 어려움을 해결하기 위해 수화나 지화를 인식하는 기술에 대한 연구가 지속적으로 수행되어 왔다. 최근에는, 수화나 지화 시연시에 활성화되는 근육의 신호를 활용하여 수화나 지화를 인식하는 방법이 중국 숫자지화 중심으로 적용되고 있는 추세이다. 하지만, 수화나 지화는 일반 음성언어와 마찬가지로 중국 숫자지화와 한국 숫자지화가 다르므로, 중국 숫자지화 시연시에 관여하는 근육이 한국 숫자지화 시연시에는 관여하지 않을 수가 있어, 인식률이 현저히 떨어질 수 있다. 그러므로 한국 숫자지화 시연시에 활성화되는 근육의 선정은 표면근전도 신호에 기반한 한국 숫자지화 인식률에 매우 중요하다. 하지만, 표면근전도 신호에 기반한 한국 숫자지화 인식에 대한 연구는 문헌에서 드물다. 본 연구에서는 표면근전도 신호를 활용한 한국수화 또는 한국지화의 인식에 관한 초기 연구로서, 한국 숫자지화를 시연시에 관여하는 아래팔근육을 제안하고 실험을 통하여 검증하기 위해 숫자 영(0)부터 다섯(5)의 여섯 가지 한국 숫자지화를 대상으로 인식하는 연구를 수행하였다. 이를 위해, 표면근전도 신호를 활용한 CNN 기반 지화인식 방법에 적용하여 여섯 가지 한국 숫자지화에 대하여 100%의 인식률을 확인함으로써, 여섯 가지 한국 숫자지화 인식을 위해 제안된 아래팔근육과 전극위치의 타당성을 검증하였다.

경피신경전기자극 후 상부 승모근 활성도와 EMG gap의 변화 (Changes of Upper Trapezius Muscle Activity and EMG Gap After Transcutaneous Electrical Nerve Stimulation in Subjects With Myofascial Pain Syndrome)

  • 고은경;권오윤;이충휘
    • 한국전문물리치료학회지
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    • 제10권1호
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    • pp.37-50
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    • 2003
  • The purpose of this study was to compare visual analogue scale (VAS), pain threshold (PT), $%RMS_{RVC}$, and EMG gaps before and after applying transcutaneous electrical nerve stimulation (TENS) on the upper trapezius muscle at the patients with myofascial pain syndrome (MPS). The subjects were 4 men and 10 women composed of both the inpatients and outpatients who were diagnosed as MPS at Wonju Medical Center. VAS and PT measurements were performed to assess the subjective pain level. The reference voluntary contraction (RVC) test was performed for 15 seconds for normalization on the bilateral trapezius muscle using surface electromyography (sEMG). After 3-minute resting time, the EMG signal was recorded while performing a typing activity for 2 minutes and then TENS was applicated with a comfortable intensity for 10 minutes. The EMG activity of the upper trapezius muscle was recorded during typing for 2 minutes. The results of study were as follows: 1) VAS score was significantly decreased on the more painful side after treatment, however, it was not significantly different on the less painful side. 2) PT was increased after treatment on both sides, however, it was not significantly different between before and after the TENS application. 3) The EMG activity during typing was significantly decreased after treatment, and 4) The EMG gaps were significantly increased after TENS treatment compared to before it. Consequently, the study showed that TENS was effective in decreasing VAS, $%RMS_{RVC}$, and in increasing EMG gaps. The EMG gap analysis could be a useful method to measure pain in patients with MPS in the upper trapezius.

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스포츠웨어용 직물의 소리특성이 근전도와 주관적 감각 . 감성에 미치는 영향 (Effect of fabric Sound from Active Wear on Electrodiagnosis and Subjective Sensation and Sensibility)

  • 정혜진;김춘정;조길수
    • 감성과학
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    • 제6권1호
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    • pp.27-32
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    • 2003
  • 본 연구에서는 스포츠웨어용 나일론 직물 소리가 심한 소음으로 인해 불쾌감을 주므로 이를 감소시키기 위한 방안으로, 5개의 나일론 직물소리를 녹음하여 이를 피험자에게 들려주면서 EMG와 주관적 감각을 측정함으로써, 직물소음이 근전도와 주관적 감각에 미치는 영향을 고찰하였다. 근전도는 상완이두근과 전완근에서 측정하였고, 주관적 평가는 자유식 크기평가법(Free Modulus Magnitude Estimation)을 이용하였다. 직물 소리에 대한 상완이두근의 근전도 값은 전완근의 근전도값보다 컸으며, 소리자극 유무시의 차이값도 상완이두근에서 크게 나타났다. 직물의 소리가 부드럽고 유쾌할수록 근전도값은 무자극시보다 감소하는 경향을 보였으나, 직물의 소리가 시끄럽고 날카로울수록 근전도값은 무자극시보다 증가하였다. 직물의 소리는 상완이두근의 근전도 값에 영향을 미쳐, 직물 소음의 크기, 날카로움 등과 정적인 관계를 보이는 것을 볼 수 있었다. 직물소리의 물리적 특성과 근전도로부터 나일론 직물 소리에 대한 감각ㆍ감성 예측식에서는 높은 예측력을 보였다. 맑고, 거칠고, 높은 소리감각을 제외한 예측식에서 소리특성 외에 생리신호인 근전도 가 포함되어 직물소리 감성을 예측하는 의미있는 파라미터임을 알 수 있었다.

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다중 생체 신호 기반 보행 단계 감지 및 판단 (Gait Phases Detection and Judgment based Multi Biomedical Signals)

  • 김서준;정의철;송영록;윤광섭;이상민
    • 재활복지공학회논문지
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    • 제6권2호
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    • pp.43-48
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    • 2012
  • 본 논문에서는 Electromyogram(EMG) 신호와 허벅지 각도 측정 장치, 발바닥 저항 센서를 이용하여 보행의 단계를 판단하는 방법을 제시한다. 신호의 측정을 위하여 건강한 성인 남성 5명을 대상으로 실험을 실시하였고 정상 보행에서의 EMG, 허벅지 각도, 발바닥 저항 센서를 통한 변화를 측정 하였다. EMG 신호의 획득을 위하여 실험자의 대퇴 사두근, 대퇴 이두근, 전경골근, 장딴지근에 Ag/AgCl 표면 전극을 부착하였으며, 양측 발뒤꿈치와 앞꿈치에 저항센서를 부착 하였다. 허벅지 각도 측정 장치는 굴곡 25도, 신전 20도 까지 범위를 가지며 이를 통하여 허벅지의 각도를 측정 하였다. 실험 결과 보행 시 입각기와 유각기를 명확히 판단 할 수 있었으며 세부적으로 8단계의 보행 상태를 판단 할 수 있었다.

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운동의도 검출을 위한 근육반력과 근전도의 비교 (Comparison of EMG and Muscle Reaction Force to Detect Exercise Intention)

  • 허재훈;김지원;권유리;엄광문;정구영;권대규
    • 대한의용생체공학회:의공학회지
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    • 제34권2호
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    • pp.63-68
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    • 2013
  • Activeness of exercise is critical for stroke rehabilitation so that application of stimulation in response to patient's intention would be effective in FES cycling. The purpose of this study was to investigate the relationship between muscle reaction force (MRF) and electromyogram (EMG) during cycling exercise, for the future usage of MRF as patients' intention signal. Seven young men ($24{\pm}1.63$ yrs) participated in this study. Cycling speed was set to 20 RPM and 60 RPM. MRF and EMG were measured in the vastus lateralis muscle of right leg. Active cycling was performed at the maximal load (16 Nm) of an ergometer. Angle dependent artifact in MRF was measured from passive cycling and was subtracted from the MRF of active cycling. The delay of MRF with respect to EMG envelope and their correlation coefficients were derived from the best of cross correlation. MRF was significantly correlated with EMG amplitude in all subjects (p<0.01). Their mean correlations were 0.84 and 0.91 for 20 RPM and 60 RPM, respectively. Mean delay in MRF was 59.14 ms and 53.14 ms for 20 RPM and 60 RPM, respectively. The result suggests that MRF can be used to assess patient's intention for exercise as a substitute to EMG. The method may be applied to FES cycling to encourage patient's effort which is critical for stroke rehabilitation.

연측성 발성장애 환자에서 후두근전도를 이용한 보툴리눔독소 주입술의 효과 (Effect of Laryngeal EMG-guided Botulinum Toxin Injection on Spasmodic Dysphonia)

  • 최홍식;문형진;서진원;김성국;김광문
    • 대한후두음성언어의학회지
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    • 제8권2호
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    • pp.204-209
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    • 1997
  • In the treatment of spasmodic dysphonia, laryngeal injection of botulinum toxin has been reported to be successful. The treatment of adductor type spasmodic dysphonia with botulinum toxin type A injection using EMG was conducted in 24 patients and it's effect was compared with results from flexible nasopharyngoscopy guided injection(29 patients) and telelaryngoscopy guided injection(31 patients). Sixty two point five percent(62.5%) of patients using EMG and 75.8% of patients using flexible nasopharyngoscope and 90.0% of patients using telelaryngoscope reported that the patient's symptom was improved. The functional status of the patient's disorder was classified into low grades. The mean pre-injection grade for patients using EMG, flexible nasopharyngoscope and telelaryngoscope was 1.7, 1.6 and 2.1 respectively. And it was lowered to 1.0, 0.7 and 1.1 respectively after the injection. Results were similar(p<0.05). As a self assessment method, patients were asked to rate their voice on a scale of 100. In this study, the mean pre-injection score was 66.3, 44.0 and 40.0 respectively. And it was improved to 74.8, 77.7 and 69.8 respectively after the injection. Among 23 patients who undergone above 3method, 17 patients(73.9%) told that EMG-guided botulinum injection was preferable method in its convenience and effectiveness. In conclusion, EMG guided botulinum toxin injection is an another effective method for the treatment of adductor type spasmodic dysphonia similar to telelaryngoscopy-guided injection and flexible nasopharyngoscopy guided injection.

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턱걸이, 팔굽혀펴기, 랫 풀다운 운동 시 잡는 방법과 넓이에 따른 넓은 등근의 근 활성도 비교 (A Comparison among Latissimus Dorsi's Activities during Pull Up, Push Up and Lat Pull Down at Different Hand Grips and Grip Width Positions Based on Electromyographic(EMG) Activities)

  • 이수현;김주오;김근조
    • 대한물리치료과학회지
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    • 제25권2호
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    • pp.47-54
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    • 2018
  • Purpose: The purpose of this study was to investigate the most effective exercise position of Latissimus dorsi's activities during Pull up, Push up and Lat pull down among few positions of hand grips(pronation, Supination and neutral grip) and grip widths(30cm, 60cm) based on EMG activities. Method: 10 healthy adults were participated in this study and the surface EMG activities of the Latissimus dorsi were measured during Pull up, Push up and Lat pull down exercise according to specific hand grip and grip width positions. The maximum and mean value of Latissimus dorsi's EMG activities at all positions were recorded and analysed by ONE-WAY REAPTED ANOVA. Results: The showed that the most Latissimus dorsi's activities is during Pull up exercise. Main results are as follows 1)maximum value: For Pull up, among all studied positions, Rt Latissumus dorsi, position of Supinated grip and 60cm grip width showed strongest muscle activation based on maximum EMG value. Statistical significance was assumed at p<.05. 2)mean value: For Pull up, among all studied positions, Both Latissimus dorsi, position of pronated grip and 60cm grip width showed strongest muscle activation based on mean EMG value. Statistical significance was assumed at p<.05. Conclusion: Therefore, taking the results of this study, Pull up exercise would be the best exercise of Latissimus dorsi's activation. It is recommended to do in pronated grip position and 60cm grip width during Pull up to make body fit.

신경망을 적용한 지체장애인을 위한 근전도 기반의 자동차 인터페이스 개발 (Development of an EMG-Based Car Interface Using Artificial Neural Networks for the Physically Handicapped)

  • 곽재경;전태웅;박흠용;김성진;안광덕
    • 한국IT서비스학회지
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    • 제7권2호
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    • pp.149-164
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    • 2008
  • As the computing landscape is shifting to ubiquitous computing environments, there is increasingly growing the demand for a variety of device controls that react to user's implicit activities without excessively drawing user attentions. We developed an EMG-based car interface that enables the physically handicapped to drive a car using their functioning peripheral nerves. Our method extracts electromyogram signals caused by wrist movements from four places in the user's forearm and then infers the user's intent from the signals using multi-layered neural nets. By doing so, it makes it possible for the user to control the operation of car equipments and thus to drive the car. It also allows the user to enter inputs into the embedded computer through a user interface like an instrument LCD panel. We validated the effectiveness of our method through experimental use in a car built with the EMG-based interface.