• Title/Summary/Keyword: Muscle Activation Model

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A Modelling of Normal and Abnormal EMG Silent Period Generation of Masseter Muscle (교근에서의 정상 및 비정상 근전도 휴지기 발생 모델링)

  • Kim Tae-Hoon;Jeon Chang-Ik;Lee Sang-Hoon
    • The Transactions of the Korean Institute of Electrical Engineers D
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    • v.52 no.2
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    • pp.112-119
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    • 2003
  • This paper proposes a model of SP(silent period) generation in masseter muscle by means of computer simulation. The model is based on the anatomical and physiological properties of trigeminal nervous system. In determining the SP generation pathway, evoked SPs of masseter muscle after mechanical stimulation to the chin are divided into normal and abnormal group. Normal SP is produced by the activation of mechanoreceptors in periodontal ligament. The activation of nociceptors contributes to the latter part of normal SP, abnormal extended SP is produced. As a result, the EMG signal generated by a proposed SP generation model is similar to both real EMG signal including normal SP and abnormal extended SP with TMJ patients. The result of this study have shown differences of SP generation mechanism between subjects both with and without TMJ dysfunction.

Identification of Muscle Forces and Activation of Quadriceps Femoris Muscles of Healthy Adults Considering Knee Damping Effects during Patellar Tendon Reflex (건강한 성인의 슬개건 반사 시 무릎 감쇠효과를 고려한 대퇴사두근의 근력 및 근활성도 예측)

  • Kang, Moon Jeong;Jo, Young Nam;Yoo, Hong Hee
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.38 no.1
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    • pp.57-62
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    • 2014
  • Most analytical models of the human body have focused on conscious responses. A patellar tendon reflex, a representative example of spinal reflexes, occurs without a neural command. Muscle forces and activation of the quadriceps femoris muscles in healthy adults during patellar tendon reflex are identified in this study. The model is assumed to move in the sagittal plane, and the thigh and the trunk are assumed to be fixed in a sitting position so that the shank can move similar to a pendulum. The knee joint is modeled as a revolute joint, and the ankle joint is modeled as a fixed joint so that the shank and the foot can be regarded as one rigid body. Muscle forces are calculated following the inverse dynamic approach. Kinematic data obtained from an experiment (Mamizuka, 2007) are used as input data. Muscle activations are identified using a Hill-type muscle model. The obtained simulation results are compared with experimental results for validating the model and the underlying assumptions.

Simultaneous Motion Recognition Framework using Data Augmentation based on Muscle Activation Model (근육 활성화 모델 기반의 데이터 증강을 활용한 동시 동작 인식 프레임워크)

  • Sejin Kim;Wan Kyun Chung
    • The Journal of Korea Robotics Society
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    • v.19 no.2
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    • pp.203-212
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    • 2024
  • Simultaneous motion is essential in the activities of daily living (ADL). For motion intention recognition, surface electromyogram (sEMG) and corresponding motion label is necessary. However, this process is time-consuming and it may increase the burden of the user. Therefore, we propose a simultaneous motion recognition framework using data augmentation based on muscle activation model. The model consists of multiple point sources to be optimized while the number of point sources and their initial parameters are automatically determined. From the experimental results, it is shown that the framework has generated the data which are similar to the real one. This aspect is quantified with the following two metrics: structural similarity index measure (SSIM) and mean squared error (MSE). Furthermore, with k-nearest neighbor (k-NN) or support vector machine (SVM), the classification accuracy is also enhanced with the proposed framework. From these results, it can be concluded that the generalization property of the training data is enhanced and the classification accuracy is increased accordingly. We expect that this framework reduces the burden of the user from the excessive and time-consuming data acquisition.

Analysis of Elbow Reflexes Using Activation Model for Stretch Reflex (신장반사로 인한 근활성도 예측 모델을 이용한 삼두박근 반사 해석)

  • Kang, Moon Jeong;Jo, Young Nam;Chae, Je Wook;Yoo, Hong Hee
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.39 no.3
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    • pp.215-221
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    • 2015
  • The elbow reflex, a principal reflex in the upper extremity, plays an important role in the diagnosis of cervical spine syndromes. In this study, the muscle activations of brachial biceps and triceps, and the kinematics of upper extremities were predicted using an activation model for the stretch reflex. The muscle activations that equated the simulation results estimated by the analysis model with the experimental results were obtained first, and the activations obtained from the simulations were compared with the electromyography signals obtained from the experiments, for model validation. The root mean squares error of the joint angles (obtained from experiments and simulation using the suggested model) was 0.056, a value that is half of that obtained using the previous model. This demonstrates that the suggested model corresponded well with the actual reflex.

A structure of musculotendon model with a fatigue profile of electrically stimulated skeletal muscle (전기자극이 가해진 골격근의 피로항을 갖는 근육 모델의 구조)

  • Lim, Jong-Kwang;Nam, Moon-Hyon
    • Proceedings of the KIEE Conference
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    • 1998.07b
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    • pp.611-613
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    • 1998
  • A structure of musculotendon model with a fatigue profile is investigated. The Hill-type musculotendon model can predicts the decline in muscle force for a given fatigue profile. It consists of nonlinear activation and contraction dynamics based on the physiological concepts. It is normalized for generalization to deal with the various muscles. Muscle force generated by continuous tetanic electrical monophasic pulsewidth modulation stimulation is decreased in time. A fatigue profile is expressed by a function of intramuscular acidification and applied to the relationship between muscle force and shortening velocity in contraction dynamics. The results of computer simulation are well matched with data in a literature which are isometrically performed for knee extension muscles. Also change in optimal fiber length has an effect only on muscle time, constant not on the steady-state tetanic force.

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Musculoskeletal model during isokinetic knee motion;Simulation and Experiment (슬관절 등속 운동시 하지근육구동모델;모의실험과 임상실험)

  • Bae, Tae-Soo;Cho, Hyeon-Seok;Kang, Sung-Jae;Choi, Kyong-Joo;Kim, Shin-Ki;Mun, Mu-Seong
    • Proceedings of the KSME Conference
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    • 2003.11a
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    • pp.1554-1559
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    • 2003
  • This study validated the musculoskeletal model of the human lower extremity by comparative study between calculated muscle parameters through simulation using modified hill-type model and measured them through isokinetic exercise. And the relationship between muscle forces and moments participated in motion was quantified from the results of simulation. For simulation of isokinetic motion, a three-dimensional anatomical knee model was constructed using trials of gait analysis and the EMG-force model was used to determine muscle activation level exciting muscles. The modified Hill-type model was used to calculate individual muscle forces and moments in dynmaic analysis and the results were validated by comparing them of experiments on BIODEX. The results showed that there was a high correlation between calculated torques from simulation and measured them from experiments for isokinetic motion(R=0.97). Therefore we concluded that the simulation by using musculoskeletal model was so useful means to predict and convalesce musculoskeletal-related diseases, and analyze unrealizable experiment such as clash condition.

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Muscle Coactivation Analysis during Upper-Limb Rehabilitation using Haptic Robotics in Stroke Survivors (뇌졸중 환자의 햅틱 로봇 기반 상지 재활 시 근육 동시활성도 분석)

  • Keonyoung Oh
    • Journal of Biomedical Engineering Research
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    • v.45 no.2
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    • pp.66-74
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    • 2024
  • This study analyzed the occurrence of abnormal muscle coactivations based on the assistance of upper limb weight during reaching task in stroke patients. Nine chronic stroke survivors with hemiplegia performed reaching tasks using a programmable haptic robot. Electromyography (EMG) coactivation levels in the upper limb muscles were analyzed using a linear model describing the activation levels of two muscles when the patient's upper limb weight was assisted at 0%, 25%, and 50%. As the upper limb weight assistance of the haptic robot decreased, the magnitude of the EMG signal in both the deltoid and biceps muscles increased simultaneously on both the paretic and non-paretic sides. However, no difference was found between the paretic and non-paretic sides when comparing the slope of the linear model describing the activation relationship between the deltoid and biceps. The aforementioned results suggest that in some stroke survivors, the deltoids, triceps, and biceps on the paretic side may not be abnormally coupled when supporting the upper limbs against gravity. Furthermore, these results suggest that the combination of haptic robots and EMG analysis might be utilized for evaluating abnormal coactivations in stroke patients.

Identification of Flexion Withdrawal Reflex Using Linear Model in Spinal Cord Injury

  • Kim Yong-Chul;Youm Youn-Gil
    • Journal of Mechanical Science and Technology
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    • v.20 no.8
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    • pp.1183-1194
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    • 2006
  • The aim of this study was to identify the characteristics of the flexion withdrawal reflex modulated by the hip angle and hip movement in spinal cord injury (SCI). The influence of the hip position and passive movement were tested in 6 subjects with chronic SCI. Each subject placed in a supine position and lower leg was fixed with the knee at 5 -45 degree flexion and the ankle at 25-40 degree plantar flexion. A train of 10 stimulus pulses were applied at 200 Hz to the skin of the medial arch to trigger flexion reflexes. From results of the regression analysis, static properties of normalized muscle activation of flexor muscles have the linear relationship with respect to hip angle (P< 0.05). In order to verify the neural contribution of flexion reflex, we compared the static and dynamic gains of estimated muscle activations with measured EMG of ankle flexor muscle. Form this study, we postulate that the torque and muscle response of flexion withdrawal reflex have linear relationship with hip angle and angular velocity.

Effects of Abdominal Muscle and Pressure on the Spine Stability during Upright Stance Posture - For the Case where Intervertebral Disc Plays the Role of Mechanoreceptor (추간판이 물리적 자극의 수용기 역할을 하는 경우 기립 상태에서 복압 및 복근의 역할이 척추 안전성에 미치는 영향)

  • Choi, Hae-Won;Kim, Young-Eun
    • Journal of the Korean Society for Precision Engineering
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    • v.28 no.1
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    • pp.115-122
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    • 2011
  • Recently, we have proposed a hypothesis that spinal structures have a stress sensor driving feedback mechanism, In the human spine, spinal structure could react to modify muscular action in such a way so as to equalize stress at the disc, therefore reduce the risk of injury, In this analysis, abdominal muscle and abdominal pressure, which were not included in the previous study, were added to identify those effects in spine stability during upright stance posture for the case where the intervertebral disc plays the role of mechanoreceptor, The musculoskeletal FE model was consisted with detailed whole lumbar spine, pelvis, sacrum, coccyx and simplified trunk model. Muscle architecture with 46 local muscles containing paraspinal muscle and 6 rectus abdominal muscles were assigned according to the acting directions. The magnitude of 4kPa was considered for abdominal pressure. Minimization of the nucleus pressure deviation and annulus fiber average tension stress deviation was chosen for cost function. Developed model provide nice coincidence with in-vivo measurement (nucleus pressure). Analysis was conducted according to existence of co-activation of abdominal muscle and abdominal pressure. Antagonistic activity of abdominal muscle produced stability of spinal column with relatively small amount of total muscle force. In contrast to the abdominal muscle, effect of abdominal pressure was not clear that was partly depending on the assumption of constant abdominal pressure.