• Title/Summary/Keyword: Rehabilitation Exercise Intention

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Behavior Pattern Prediction Algorithm Based on 2D Pose Estimation and LSTM from Videos (비디오 영상에서 2차원 자세 추정과 LSTM 기반의 행동 패턴 예측 알고리즘)

  • Choi, Jiho;Hwang, Gyutae;Lee, Sang Jun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.4
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    • pp.191-197
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    • 2022
  • This study proposes an image-based Pose Intention Network (PIN) algorithm for rehabilitation via patients' intentions. The purpose of the PIN algorithm is for enabling an active rehabilitation exercise, which is implemented by estimating the patient's motion and classifying the intention. Existing rehabilitation involves the inconvenience of attaching a sensor directly to the patient's skin. In addition, the rehabilitation device moves the patient, which is a passive rehabilitation method. Our algorithm consists of two steps. First, we estimate the user's joint position through the OpenPose algorithm, which is efficient in estimating 2D human pose in an image. Second, an intention classifier is constructed for classifying the motions into three categories, and a sequence of images including joint information is used as input. The intention network also learns correlations between joints and changes in joints over a short period of time, which can be easily used to determine the intention of the motion. To implement the proposed algorithm and conduct real-world experiments, we collected our own dataset, which is composed of videos of three classes. The network is trained using short segment clips of the video. Experimental results demonstrate that the proposed algorithm is effective for classifying intentions based on a short video clip.

Relationship between health cognition, subjective quality of life, and intention to continue exercise among exercise rehabilitation program participants (운동재활프로그램 참여자의 건강인지, 주관적 삶의 질, 운동지속의사의 관계)

  • Kang, Yong-Gu;Kim, Jong-Hyuck
    • Journal of the Korea Convergence Society
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    • v.12 no.12
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    • pp.435-442
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    • 2021
  • This study verified the relationship between health cognition, subjective quality of life, and intention to continue exercise among participants in an exercise rehabilitation program. The researcher explained the purpose and questionnaire information in detail through the cooperation of the center, and after consenting, 204 copies were selected, excluding 24 copies judged to be unreliable out of a total of 228 copies. For the survey, the researcher explained the purpose and questionnaire in detail through the cooperation of the center, and after consenting, a total of 204 copies of data were collected. The collected data were subjected to frequency analysis, descriptive statistics, factor analysis and reliability analysis, and correlation analysis and regression analysis were applied to identify the relationship between latent variables. As a result of the analysis, it was found that there was a significant effect on the relationship between the degree of health cognition, subjective quality of life, and exercise continuity of exercise rehabilitation program participants. In the future, measures to increase the level of health cognition are needed, and it is considered that follow-up studies are necessary in consideration of the individual's physical and social environment.

Influential Factors on Rehabilitation Exercise Practice in Elderly Lmited Activities of Daily-Living: An Analysis based on the Theory of Planned Behavior (일상생활수행 제한 노인들의 재활운동행위의 실천에 따른 영향요인 분석(계획된 행위이론을 적용하여))

  • Kim, Soo-Min;Park, Jae-Yong;Han, Chang-Hyun
    • The Journal of the Korea Contents Association
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    • v.10 no.3
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    • pp.271-281
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    • 2010
  • Background: This research has been carried out to analyze presupposition factors which influence factors on Rehabilitation Exercise practice in Elderly limited Activities of Daily-Living an Anlaysis based on Theory of Planned Behavior to support to induce Rehabilitation Exercise behavior. Method: From the geriatric hospitals in Pusan and Kyungnam, 316 elderly who has ADL Disability participated in the study. We did 1st questionnaire investigation. We provided them 4 weeks of Rehabilitation Exercise training, and 2 weeks later we collected 2nd questionnaire sheet to confirm their Rehabilitation Exercise behavior practice and analysed. Results: In this research relative influence to behavioral intention for Rehabilitation Exercise headed by attitude toward the behavior(.61), perceived behavior control(-.56) and subjective norm(.27)these results were slightly different from other research, in case of perceived behavior control was low but on attitude toward the behavior it showed high in results. It's older have strong subjectivities and has not change their mind, the old's behavioral intention is expressed as an attitude toward the behavior. Rehabilitation Exercise Practice of Elder should prioritize to have the health belief which is positive, As a result it will be regarded to expect the maximum effect.

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

  • Heo, J.H.;Kim, J.W.;Kwon, Y.R.;Eom, Gwang-Moon;Jeong, K.Y.;Kwon, D.K.
    • Journal of Biomedical Engineering Research
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    • v.34 no.2
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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.

Effects of Group Rehabilitation Gymnastics for Stroke Patients

  • Kim, Sun-Houng;Moon, Nam-Eun;Jeon, Mi-Yang;Jeong, Hyeon-Cheol
    • Physical Therapy Rehabilitation Science
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    • v.11 no.2
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    • pp.207-214
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    • 2022
  • Objective: This study is an experimental study to investigate the effect of group rehabilitation gymnastics on stroke patients. Design: A randomized controlled trial. Methods: From August 1, 2017, to February 30, 2018, 49 subjects hospitalized after being diagnosed with a stroke at K Rehabilitation Hospital had at least 8 weeks (more than 3 times a week) in the group rehabilitation exercise experimental group (25 patients), and the control group (24 patients) did not attend. Data analysis was performed using paired t-test for dependent variables before and after the experiment using SPSS 25. Results: In the experimental group, daily activities were statistically significantly increased from 59.04±25.19 points before treatment to 66.96±24.35 points after treatment (t=2.24, p=0.035). Lung capacity also significantly increased from 280.00±86.99 points to 334.40±93.23 points (t=4.21, p<0.001), and hospital reuse intention also significantly increased from 8.04±1.57 points to 8.88±1.16 points (t=2.67, p=0.013). In the case of the control group, although the MBI, lung capacity, stress, hospital reuse intention, and hospital use satisfaction increased after the experiment compared to before the experiment, there was no significant difference. Conclusions: In conclusion, group rehabilitation gymnastics for stroke patients is effective for daily living movements, lung capacity, and hospital re-use intention. Therefore, if it is continuously applied to stroke patients, it can be used as an intervention to improve the quality of nursing by enhancing physical function.

Connectivity Analysis Between EEG and EMG Signals by the Status of Movement Intention (운동 의도에 따른 뇌파-근전도 신호 간 연결성 분석)

  • Kim, Byeong-Nam;Kim, Yun-Hee;Kim, Laehyun;Kwon, Gyu-Hyun;Jang, Won-Seuk;Yoo, Sun-Kook
    • Science of Emotion and Sensibility
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    • v.19 no.1
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    • pp.31-38
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    • 2016
  • The brain and muscles both of which are composed of top-down structure occur the connectivity with the change of Electroencephalogram(EEG) and Electromyogram(EMG). In this paper, we studied the difference of functional connectivity between brain and muscles that by applying coherence method to EEG and EMG signals when users exercised upper limb with and without the movement intention. The changes in the EEG and EMG signals were inspected using coherence method. During the upper limb exercise, the mu (8~14 Hz) and beta (15~30 Hz) rhythms of the EEG signal at the motor cortex area are activated. And then the beta and piper (30~60 Hz) rhythms of the EMG signal are activated as well. The result of coherence analysis between EEG and EMG showed the coefficient of active exercise including movement intention is significantly higher than passive exercise. The coherence relations between cognitive response and muscle movement could interpret that the connectivity between the brain and muscle appear during active exercise with movement intention. The feature of coherence between brain and muscles by the status of movement intention will be useful in designing the rehabilitation system requiring feedback depending on the users' movement intention status.

Development of the Gait Rehabilitation Equipment for Hemiplegic Patients after Stroke (편마비 환자를 위한 보행 재활기구 개발)

  • Nam, T.W.;Cho, J.M.;Kim, S.H.;Lim, J.H.
    • Journal of Biomedical Engineering Research
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    • v.27 no.5
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    • pp.245-249
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    • 2006
  • The aim of this study is to design and develop the gait rehabilitation equipment that judge patient's movement of his/her center of gravity using pressure sensors, and to aid hemiplegic patients to balance themselves using an automatic stepper that changes the patient's center of gravity. It is hard to bear the weight on the affected side for hemiplegic patients. The gait rehabilitation equipment detects the footing phase of hemiplegic patient during training and moves the unaffected footing side of the stepper up and moves the affected footing side down simultaneously so that the patient's center of gravity can shift from unaffected side to affected side. The gait rehabilitation system was developed and applied for hemiplegic patients during exercise. Eight hemiplegic patients and one normal adult were studied. The developed gait rehabilitation system could judge not only the normal adult's intention but also the patient's intention to move his/her center of gravity. Even though the most of hemiplegic patients exercised in automatic mode and a few hemiplegic patients exercised in manual mode, the developed gait rehabilitation system can aid the hemiplegic patients to train more easily.

The Effect of Physical Therapist's Expertise and Interactivity on Revisit Intention Based on Trust

  • Gyeongseop Sim;Hojin Shin;Donghoon Kim
    • The Journal of Korean Physical Therapy
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    • v.35 no.3
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    • pp.77-82
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    • 2023
  • Purpose: This study aimed to examine how the expertise and interactivity of a physical therapist impact a patient's intention to revisit a hospital based on trust. Methods: We surveyed 274 patients who received physical therapy in Seoul and Gyeonggi Province to assess their reliability and revisit intentions based on their expertise and interactivity. SPSS 22.0 was used for frequency analysis and reliability verification, while AMOS 18.0 was used for confirmatory factor analysis and model verification. Results: Physical therapist interactivity significantly impacted patients' intentions to revisit based on trust. The physical therapist's expertise had a significant effect on trust but did not demonstrate a significant effect on the intention to revisit. Conclusion: The interactivity of physical therapists has an important effect on patients' intentions to revisit a hospital based on trust. Although therapist-centered expertise can generate trust in patients, it positively affects the intention to revisit the hospital. Therefore, it is suggested that physical therapists' patient-centered expertise and interactivity build patients' trust and are important for revisiting intention.

State and factors influencing on exercise in the disabled (장애인의 운동실태와 영향요인)

  • Lim, Jaeran;Kim, Hyunli;Choi, Youngsoon;Kim, Younghee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.3
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    • pp.1335-1341
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    • 2013
  • This study was conducted to identify the actual condition of exercise and the fact of influence to exercise in the disabled. The subject was consisted of 369 disabled. 84.5 percent of subject did exercise regularly. There was statistically significant in cause of disability(p<.001), type of disability(p<.001), grade of disability(p<.01), education(p<.01), economic state(p<.05), aim of rehabilitation exercise (p<.001). Chance to practice exercise in subject who intend to exercise was 16.18 times high than them who have no intention(95% CI =7.45~37.14). Regular exercise intervention is needed to disabled people in community.

Variations in lateral abdominal muscle thickness during abdominal drawing-in maneuver in three positions in a young healthy population

  • Ko, Young Jun;Ha, Hyun Geun;Jeong, Juri;Lee, Wan Hee
    • Physical Therapy Rehabilitation Science
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    • v.3 no.2
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    • pp.101-106
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    • 2014
  • Objective: To investigate the appropriate position for abdominal drawing-in maneuver (ADIM) exercise by rehabilitative ultrasound image. Design: Cross-sectional study. Methods: Twenty-eight young adults with no history of low back pain participated in the study. Three positions compared were crook lying position with hip $60^{\circ}$ flexion, standing position with the feet hip width apart and knees straight, and saddle standing positionunsupported with the knees $20^{\circ}$ flexed. Once in the appropriate position, the subjects were verbally cued to draw in their abdominal wall, with the intention of pulling their navel inward toward their lower back. The thickness of each transversus abdominis (TrA), internal oblique (IO), and external oblique (EO) muscles were measured via ultrasound and recorded at the end of inspiration. Results: When compared to the TrA thickness of rest, the TrA thickness was significantly increased in all three positions (crook lying, standing, and saddle standing) during the ADIM (p<0.05). IO thickness was significantly greater in standing and saddle standing than in crook lying (p<0.05). EO thickness was constant in all the three positions. Conclusions: The present study suggests that standing and saddle standing positions could be recommended for the ADIM to maximize recruitment of the TrA and IO activation. Specifically, the saddle standing position with knees flexed to $20^{\circ}$ was observed to increase the TrA activation more than the standing position. These findings should be considered when core stability exercises such as the ADIM are conducted.