• Title/Summary/Keyword: EMG evaluation

Search Result 153, Processing Time 0.022 seconds

The Comparison of Muscle Contraction Time and Modulation Ratio during Reaching Tasks in Hemiparalysis, Elderly and Young Adults

  • Sun, Jeon;Park, Dae-Sung
    • Physical Therapy Rehabilitation Science
    • /
    • v.11 no.2
    • /
    • pp.145-153
    • /
    • 2022
  • Objective: The purpose of this study was to evaluate the Electromyography (EMG) of the upper limb during reaching tasks according to two heights in the sitting position. Design: Cross sectional design Methods: Fifteen hemiplegia, fifteen elderly, and fifteen healthy subjects have participated in this study. The targets (90% length of the subject's arm) were located at the two heights (the eye and xiphoid process). We have recorded EMG signals of seven upper limb muscles (anterior deltoid (AD), posterior deltoid (PD), pectoralis major (Pec), infraspinatus (Inf), supraspinatus (Sup), biceps brachii (Bi), triceps brachii (Tri)). The dependent variables were movement time(s), modulation ratio, working ratio, and the co-contraction ratio of the hemiplegia, elderly, and healthy at the reaching task. Two-way repeated-measures ANOVA (2-heights) was analyzed with the LSD post hoc test. Results: The study results were as follows: (1) The movement time to the target during reaching movement was significantly longer for the hemiplegia and elderly groups compared to the healthy group. (2) The modulation rate was significantly higher at eye height than the xiphoid height in AD, PD, Pec, Inf, Bi muscles, and the hemiplegia group and elderly group were significantly lower than the healthy group. Additionally, the modulation ratio showed a significant interaction between heights and groups. Conclusions: It is expected that the variables using the muscle contraction characteristics, the evaluation method of this study, can be used as an electromyography-based feedback method that can be objectively evaluated and quantified in clinical practice.

Classification of Gripping Movement in Daily Life Using EMG-based Spider Chart and Deep Learning (근전도 기반의 Spider Chart와 딥러닝을 활용한 일상생활 잡기 손동작 분류)

  • Lee, Seong Mun;Pi, Sheung Hoon;Han, Seung Ho;Jo, Yong Un;Oh, Do Chang
    • Journal of Biomedical Engineering Research
    • /
    • v.43 no.5
    • /
    • pp.299-307
    • /
    • 2022
  • In this paper, we propose a pre-processing method that converts to Spider Chart image data for classification of gripping movement using EMG (electromyography) sensors and Convolution Neural Networks (CNN) deep learning. First, raw data for six hand gestures are extracted from five test subjects using an 8-channel armband and converted into Spider Chart data of octagonal shapes, which are divided into several sliding windows and are learned. In classifying six hand gestures, the classification performance is compared with the proposed pre-processing method and the existing methods. Deep learning was performed on the dataset by dividing 70% of the total into training, 15% as testing, and 15% as validation. For system performance evaluation, five cross-validations were applied by dividing 80% of the entire dataset by training and 20% by testing. The proposed method generates 97% and 94.54% in cross-validation and general tests, respectively, using the Spider Chart preprocessing, which was better results than the conventional methods.

EMG Signal Analysis of Upper Extremity Motor Function using Balance-handle Device (밸런스 핸들 장치를 이용한 상지 운동 기능의 근전도 신호 분석)

  • Lee, Choong-Keun;Song, Ki-Ho;An, Jae-Yong;Shin, Sung-Wook;Chung, Sung-Taek
    • Journal of rehabilitation welfare engineering & assistive technology
    • /
    • v.10 no.4
    • /
    • pp.295-303
    • /
    • 2016
  • Rehabilitation of upper limb motor function of hemiplegic patient must maintain interest and demand a device for a quantitative evaluation of rehabilitation training. In this paper, we developed the device that is composed of arm cradle, handle, and balance ball for rehabilitation exercise. We have performed experiment for validity as to whether to use the rehabilitation device when tilting the upper extremity training device developed to measure changes in the EMG signal to the main upper limb muscles for 7 healthy volunteers. We have analyzed muscle activation signals on agonist and antagonist as a reference in the muscle contraction and relaxation in the upper limb extension and flexion when the balance-handle device is tilted to front-rear and left-right. The experimental results showed that a tendency of muscle activation of biceps, triceps, and deltoid used in upper limb motor function of hemiplegic patients from extension and flexion evaluation items of Fugl-Meyer Assessment(FMA). These results may be helpful for rehabilitation training for upper limb motor function of hemiplegic patients by utilizing a developed unit.

Performance Modeling and Evaluation of IEEE 802.15.4 Collision Free Period for Batch Traffic (배치 트래픽 특성을 고려한 IEEE 802.15.4 비경합구간 성능 모델링 및 평가)

  • Kim, Tae-Suk;Choi, Duke Hyun
    • The Journal of the Korea Contents Association
    • /
    • v.16 no.11
    • /
    • pp.83-90
    • /
    • 2016
  • In this paper, we performed the analysis of transmission performance for Collision Free Period(CFP) supported by the low-power communication technology, IEEE 802.15.4 MAC (Media Access Control). For the analysis, periodic traffic, original service target of CFP, is considered and, according to the Quality of Service required, packet arrival pattern to MAC layer is categorized as batch and non-batch, and analysis on throughput, delay, and energy is performed for those patterns. On the basis of the obtained analysis, performance comparison with Collision Avoidance Period(CAP) is carried out for the health care applications that generate periodic traffic such as Pedometer, ECG, EMG. The evaluation confirms that CFP is more energy efficient for healthcare applications that generate periodic and time-critical traffic and moreover for the application with high bandwidth requirement CFP achieves up to 46% energy savings compared to CAP.

A Study on Bodyblade Training of Convergency Relation of Trunk Muscles Activity and Pain in Patients with Low Back Pain (요통환자의 체간근 활성도 및 통증과 Bodyblade 훈련의 융합관계에 관한 연구)

  • Park, Chi-Bok;Jung, Enu-Ho;Lee, Ho-Shik
    • Journal of the Korea Convergence Society
    • /
    • v.8 no.11
    • /
    • pp.123-131
    • /
    • 2017
  • The purpose of this study was to investigate the effect of bodyblade training on pain and trunk muscle activity in patients with chronic low back pain. A sample of 30 subjects were recruited for this study. Bodyblade training group(n=10) was performed bodyblade training three times a week for six weeks, lumbar stabilization training group(n=10) was performed lumbar stabilization training three times a week for six weeks, and control group(n=10) wasn't performed any other training. For evaluation of trunk muscle activity, surface EMG was used and for evaluation of pain, VAS was measured. The results were as follows: trunk muscle activity, there was significant difference according to the measurement, pain, there was significant difference according to the measurement. From the results, bodyblade training is expected to be an effective intervention for patients with chronic back pain.

Technical Evaluation of Engineering Model of Ultra-Small Transmitter Mounted on Sweetpotato Hornworm

  • Nakajima, Isao;Muraki, Yoshiya;Mitsuhashi, Kokuryo;Juzoji, Hiroshi;Yagi, Yukako
    • Journal of Multimedia Information System
    • /
    • v.9 no.2
    • /
    • pp.145-154
    • /
    • 2022
  • The authors are making a prototype flexible board of a radio-frequency transmitter for measuring an electromyogram (EMG) of a flying moth and plan to apply for an experimental station license from the Ministry of Internal Affairs and Communications of Japan in the summer of 2022. The goal is to create a continuous low-dose exposure standard that incorporates scientific and physiological functional assessments to replace the current standard based on lethal dose 50. This paper describes the technical evaluation of the hardware. The signal of a bipolar EMG electrode is amplified by an operational amplifier. This potential is added to a voltage-controlled crystal oscillator (27 MHz, bandwidth: 4 kHz), frequency-converted, and transmitted from an antenna about 10 cm long (diameter: 0.03 mm). The power source is a 1.55-V wristwatch battery that has a total weight of about 0.3 g (one dry battery and analog circuit) and an expected operating time of 20 minutes. The output power is -7 dBm and the effective isotropic radiated power is -40 dBm. The signal is received by a dual-whip antenna (2.15 dBi) at a distance of about 100 m from the moth. The link margin of the communication circuit is above 30 dB within 100 m. The concepts of this hardware and the measurement data are presented in this paper. This will be the first biological data transmission from a moth with an official license. In future, this telemetry system will improve the detection of physiological abnormalities of moths.

Evaluation for Biomechanical Effects of Metatarsal Pad and Insole on Gait (보행 중 중족골 패드와 인솔의 생체역학적 영향성 평가)

  • Choi, Jung-Kyu;Park, In-Sik;Lee, Hong-Jae;Won, Yong-Gwan;Kim, Jung-Ja
    • Korean Journal of Applied Biomechanics
    • /
    • v.21 no.4
    • /
    • pp.487-494
    • /
    • 2011
  • The purpose of this study was to evaluate the effects of metatarsal pad (MP) compared with barefoot and MP with using different insoles on gait. 15 healthy females who had no history of injury in the lower extremity with an average age of 22.7 year(SD=1.35), height of 160 cm(SD=3.4), weight of 48.8 kg(SD=5.52) and average foot size of 232.5 mm(SD=6.8) participated in this study as the subjects. The subjects walked on a treadmill under four different experimental conditions: 1) walking with barefoot, 2) walking wearing MP 3) walking wearing a soft insole with MP(SIMP), 4) walking wearing a rigid insole with MP(HIMP). During walking, foot pressure data such as force, contacting area, peak pressure, and mean pressure was collected using Pedar-X System(Novel Gmbh, Germany) and EMG activity of lower limb muscles such as tibialis anterior(TA), lateral gastrocnemius(LG), rectus femoris(RF), and musculus biceps femoris(MBF) was gathered using Delsys EMG Work System(Delsys, USA). Collected data was then analyzed using paired t-test in order to investigate the effects of each of experimental conditions. As a result of the analysis, when MP and HIMP were equipped, overall contacting area was increased while the force, peak pressure and the mean pressure were decreased. Especially, when the SIMP was equipped, every data were significantly decreased. In case of EMG, wearing MP, SIMP and HIMP made three muscles(TA, LG, RF)'s activity decrease. A result of the analysis will be able to apply for manufacturing functional shoes, diabetes shoes, senior shoes and lower extremity orthosis. Significance of the study due to a metatarsal pad and the insole is to analyze the changes in muscle strength.

Evaluation of Insole-equipped Ankle Foot Or thosis for Effect on Gait based on Biomechanical Analysis (인솔 장착형 단하지 보조기의 생체 역학적 분석을 통한 보행 영향성 평가)

  • Jung, Ji-Yong;Kim, Jin-Ho;Kim, Kyung;Trieu, Pham Hai;Won, Yong-Gwan;Kwon, Dae-Kyu;Kim, Jung-Ja
    • Korean Journal of Applied Biomechanics
    • /
    • v.20 no.4
    • /
    • pp.469-477
    • /
    • 2010
  • The purpose of this study was to evaluate the effects of insole-equipped ankle-foot-orthoses (AFO) on gait. 10 healthy males who had no history of injury in the lower extremity participated in this study as the subjects. The foot of each subject was first scanned, and the insole fit to the plantar was made using BDI-PCO(Pedcad Gmbh, Germany). The subject then was made to walk on a treadmill under four experimental conditions: 1) normal walking, 2) walking wearing AFO, 3) walking wearing AFO equipped with the insole, 4) walking wearing pneumatic-ankle-foot-orthosis (pAFO) equipped with the insole. During walking, foot pressure data such as maximum force, contacting area, peak pressure, and mean pressure was collected using Pedar-X system (Novel Gmbh, Germany) and EMG activity of lower limb muscles such as gastrocnemius medial head, gastrocnemius lateral head, and soleus was recorded using MP150 EMG module (BIOPAC System Inc., USA). Collected data was then analyzed using paired t-test in order to investigate the effects of the insole. As a result of the analysis, when insole was equipped, overall contacting area was increased while both the highest peak pressure and the mean pressure were significantly decreased, and EMG activity of the lower limb muscles was decreased. On the contrary, the cases of wearing AFO showed the decreased contacting area and the increased pressures. Therefore, the AFO equipped with a proper insole fit well to the foot can help comfortable walking by spreading the pressure over the entire plantar.

Evaluation of Stress Response and Recovery using Biosignals and Fuzzy Theory (생체신호와 퍼지이론을 이용한 스트레스에 대한 반응과 회복의 평가)

  • Seol, A-Ram;Sin, Jae-U;Seong, Hong-Mo;Lee, Cheol-Gyu;Yun, Yeong-Ro
    • Journal of the Ergonomics Society of Korea
    • /
    • v.21 no.2
    • /
    • pp.59-70
    • /
    • 2002
  • This paper is about the evaluation of stress response and recovery using biosignals and fuzzy theory. We caused mental stress by means of a coin-stacking task. During the experiment, 4 kinds of biosignals, including frontalis EMG, ECG, peripheral skin temperature and skin conductance level, were acquired. Then, the degree of stress was assessed by synthetically those signals using fuzzy inference. From the fuzzy inference result, the parameters (amount of physiological change / amount of imposed stress) and (time to 25% recovery), which represent response and recovery respectively, were derived. We made a two-dimensional point graph using the response parameter as an abscissa and the recovery parameter as an ordinate for each subject.

Biomechanical Measuring Techniques for Evaluation of Workload (작업부하 평가를 위한 생체역학적 측정방법)

  • Kim, Jung-Yong;Park, Ji-Soo;Cho, Young-Jin
    • Journal of the Ergonomics Society of Korea
    • /
    • v.29 no.4
    • /
    • pp.445-453
    • /
    • 2010
  • It is necessary to quantitatively evaluate the workload of workers in order to improve the level of safety and efficiency as well as to prevent workers from musculoskeletal disorders. The purpose of this study is to introduce biomechanical methods that are largely used to quantitatively evaluate workload. The biomechanical methods use kinematics and kinetics to analyze the movement and force of biomechanical body. Motion analysis, joint angle measurement, ground reaction force, mathematical model, and electromyography (EMG) were introduced as a tool or device for biomechanical evaluation. In this study, the special feature of each method was emphasized and important tips for field measurement were summarized. The information and technique disclosed in this summary can be used to evaluate and design the workplace better by effectively control the workload of field workers.