• Title/Summary/Keyword: Learning rehabilitation

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Real-time Sign Language Recognition Using an Armband with EMG and IMU Sensors (근전도와 관성센서가 내장된 암밴드를 이용한 실시간 수화 인식)

  • Kim, Seongjung;Lee, Hansoo;Kim, Jongman;Ahn, Soonjae;Kim, Youngho
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.10 no.4
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    • pp.329-336
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    • 2016
  • Deaf people using sign language are experiencing social inequalities and financial losses due to communication restrictions. In this paper, real-time pattern recognition algorithm was applied to distinguish American Sign Language using an armband sensor(8-channel EMG sensors and one IMU) to enable communication between the deaf and the hearing people. The validation test was carried out with 11 people. Learning pattern classifier was established by gradually increasing the number of training database. Results showed that the recognition accuracy was over 97% with 20 training samples and over 99% with 30 training samples. The present study shows that sign language recognition using armband sensor is more convenient and well-performed.

Influence of Cognitive Function and Depressive Symptoms on Instrumental Activities of Daily Living in Community-dwelling Older Adults (지역사회 노인의 인지기능과 우울감이 도구적 일상생활동작에 미치는 영향)

  • Seo, Kawoun;Song, Youngshin
    • The Korean Journal of Rehabilitation Nursing
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    • v.19 no.2
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    • pp.71-81
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    • 2016
  • Purpose: The purpose of this study was to explore the influence of cognitive function and depressive symptoms on instrumental activities of daily living (IADL) in addition to identify the factors associated with IADL in community-dwelling older adults. Methods: This was a descriptive study with cross-sectional design. Data were collected from July 2013 to June 2014. A total of 143 participants without dementia, depression and disability were enrolled in this study. Cognitive function was measured using Seoul verbal learning test (SVLT), digital span (forward/backward) and fist-edge-palm test. The Korean-IADL and Short Geriatric Depression Scale (S-GDS) were used. Data analysis was performed using descriptive statistics, t-test, ANOVA, Pearson's correlation coefficient, and hierarchical regression. Results: Overall, a multiple regression model revealed that approximately 27.4% of total variability in IADL in the sample of community-dwelling older adults could be explained by the significant 12 variables in this model ($R^2=0.274$, F=5.467, p<.001). Age, having religion and cognitive function were the predictors of IADL in community-dwelling older adults. Conclusion: This study suggest that we need to monitor cognitive function in older to maintain the ability for IADL in older adults. Also, individualized program for improving older adults' IADL should be included in nursing intervention.

Voice Activity Detection based on DBN using the Likelihood Ratio (우도비를 이용한 DBN 기반의 음성 검출기)

  • Kim, S.K.;Lee, S.M.
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.8 no.3
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    • pp.145-150
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    • 2014
  • In this paper, we propose a novel scheme to improve the performance of a voice activity detection(VAD) which is based on the deep belief networks(DBN) with the likelihood ratio(LR). The proposed algorithm applies the DBN learning method which is trained in order to minimize the probability of detection error instead of the conventional decision rule using geometric mean. Experimental results show that the proposed algorithm yields better results compared to the conventional VAD algorithm in various noise environments.

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Speech Recognition and Lip Shape Feature Extraction for English Vowel Pronunciation of the Hearing - Impaired Based on SVM Technique (SVM 기법에 기초한 청각장애인의 영어모음 발음을 위한 음성 인식 및 입술형태 특징 추출)

  • Lee, Kun-Min;Han, Kyung-Im;Park, Hye-Jung
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.11 no.3
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    • pp.247-252
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    • 2017
  • The purpose of this study is to suggest the visual teaching method for the English vowel pronunciation, especially for the hearing-impaired who mostly rely on the visual aids, based on the SVM technique. By extracting phonetic features using the SVM technique from the sounds that are hard to hear by ear, the lip shapes for each vowel were refined. The lip shape refinement for vowels is advantageous in that language learners can easily see the movement of articulators by eye, and it is helpful for learning and teaching English vowels for the hearing-impaired.

The Analysis of Intervention Studies for Snoezelen (스노젤렌 중재연구 논문분석)

  • Park, Young-Rye;Oh, Doo-Nam;Kim, Keum-Soon;Kim, Jin-A;Wee, Hwee
    • The Korean Journal of Rehabilitation Nursing
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    • v.14 no.2
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    • pp.95-102
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    • 2011
  • Purpose: The purpose of this study was to analyze intervention studies related to Snoezelen (multisensory environment). Methods: Studies related to Snoezelen (multisensory environment) published between 1995 and 2010 in both Korean and International journals were systematically reviewed, and analyzed following guidelines. Based on inclusion criteria, 23 studies including 5 Korean and 18 International articles were selected. Results: Most studies were conducted in various area of research such as medicine, nursing, and occupational therapy. There was no publication related to Snoezelen (multisensory environment) in Korean nursing journals. In terms of target population, more than 65 % of the study subjects were patients with dementia, mental retardation, and learning disability. Intervention was implemented mostly in less than 30 minutes, once a week for 2 to 4 weeks. The effects on behavior, physical, and psychological contexts were assessed as outcome indicators. There was more 'positive' than 'no effect' in self-stimulatory behaviors, problem behaviors, heart rate, pain, mood state, and anxiety, whereas more 'no effect' than 'positive' in blood pressure, respiration, enjoyment, and relaxation. Conclusion: Future studies are needed to develop the protocol and outcome indicators for effective use of this new intervention in Korea.

Change and Development of Proprioceptive Neuromuscular Facilitation (고유수용성신경근촉진법의 변화와 발전)

  • Bae, Sung-soo;Lee, Hyun-ok;Goo, Bong-oh;Kim, Sang-soo;Kim, Tae-yoon;Hwang, Seong-soo
    • PNF and Movement
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    • v.1 no.1
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    • pp.27-32
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    • 2003
  • Objectives : The purpose of this study was conducted to find change and development of the proprioceptive neuromuscular facilitation(PNF). Methods: This is a literature study with books, seminar and book for the international courses. Results: Combination of isotonic has been started by Mr and Mrs Johnson after Miss Knott passed away. It is that the terms of maximum resistance changed into optimal or appropriate resistance. It is focus on activities. Maximum resistance focus not only activities but also irradiation have to fit with normal functions. PNF has enough for the motor control concepts and international classification of functioning(ICF)of WHO. Conclusions: PNF has changed and developed with giving resistance method. It is that changed from maximal resistance to optimal resistance. But it is smaller concept than maximum resistance. Even though PNF founded 60 years ago, it is enough for new concepts that is motor control and learning.

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Influence of Physical Therapist and Work Environment on Evidence-Based Practice in South Korea

  • Shin, Kyung-Mi;Song, Chang-Ho
    • Physical Therapy Rehabilitation Science
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    • v.11 no.2
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    • pp.224-234
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    • 2022
  • Objective: The purpose of this study was to identify the practitioner and organizational characteristics that either detracted from or encouraged the use of evidence-based practice (EBP) by physical therapists. Design: A cross-sectional survey study Methods: Participants were 260 physical therapists currently practicing in South Korea. They completed a questionnaire designed to determine attitudes, beliefs, interest, self-efficacy and barriers to EBP, as well as demographic information about themselves and their practice settings. Logistic regression was used to examine relationships between socio-demographic and work environment characteristics and each practitioner factor. Results: Respondents agreed that the use of evidence in practice was necessary. Although 80% of them agreed that research findings are useful, 71% felt that a divide exists between research and practice. In terms of confidence in their skills, the ability to interpret results of statistical procedures ranked lowest. Despite internet access at work for 63% of respondents, only 14% were given protected work time to search and appraise the literature. Only 2% of respondents stated that their organization had a written requirement to use current evidence in their practice. The primary barrier to implementing EBP was a reported lack of time. Conclusions: In conclusion, most physical therapists stated they had a positive attitude toward EBP and were interested in learning or improving the skills necessary for implementation. Most recognized a need to increase the use of evidence in their daily practice, but a lack of ability to understand the results of research represents a significant barrier to implementing EBP.

The Effects of Transcranial Direct Current Stimulation in Motor Performance of Serial Reaction Time Task (경두개직류전류자극이 시열반응과제에 대한 운동 수행 능력에 미치는 영향)

  • Kim, Chung-Sun;Nam, Seok-Hyun;Cho, In-Sul
    • The Journal of Korean Physical Therapy
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    • v.22 no.5
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    • pp.103-108
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    • 2010
  • Purpose: The aim of this study is to investigate whether motor cortex excitability by transcranial direct current stimulation (tDCS) over primary motor cortex (M1) affects motor performance of serial reaction task. Methods: Cathodal, anodal and sham tDCS (1 mA) are applied over right M1 of 24 subjects for 30 minutes including 11minutes for task period time. We applied two electrodes at the same position to both an experimental group and a sham-controlled group, and we made 2 groups recognize to be applicated of stimulation. Flexion, extension of wrist and thumb flexion are carried out following colors of arrows on the monitor. Serial reaction time task was applied to confirm the difference of the reaction time between 2 groups. Results: Reaction time is decreased in both tDCS-group and Sham-controlled tDCS group, and the degree of reduction is much greater in the post-test than pre-test. Reduction of reaction time between groupsis statistically significant. Conclusion: We consider that anodal tDCS increased the cortical excitability of the underlying motor cortex and it can be helpful to modulate motor performance. It seems that tDCS is an effective modality to modulate brain function, and it will be great help to mediate strategy for the brain injury patients.

Reorganization of Motor Network and the Effect of Cross Education Derived From Unilateral Coordination Training (편측 협응훈련에 의한 운동신경망의 재조직 및 교차훈련의 효과 -사례연구-)

  • Park, Ji-Won;Kim, Jong-Man;Seo, Jeong-Hwan;Kim, Yun-Hee
    • Physical Therapy Korea
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    • v.9 no.3
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    • pp.67-76
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    • 2002
  • We report the reorganization of motor network resulted from intensive unilateral coordination training and the effect of cross education on the untrained side in patient with traumatic brain injury using functional magnetic resonance imaging (fMRI). A 22 year-old male patient who had suffered from diffuse axonal injury for 58 months showed coordination deficit in the left hand at initial examination. Intensive motor training including complex finger movements and coordination activities using a metronome was introduced to the patient 4 hours per day for a week. FMRI was performed on a 3T ISOL Forte scanner. All functional images were analyzed using SPM-99 software. Hand function was improved after training not only in the trained left hand, but also in the untrained right hand. There was no activation in the right primary motor area (M1) during left hand movement before training whereas robust activation of left M1 was demonstrated by the right hand movement. Profuse activation of bilateral prefrontal lobes was seen during both hand movements before training. After training of left hand, right M1 became prominently activated during the left hand motion. The activation of bilateral prefrontal lobes disappeared after training not only for the left hand movement but also for the right, which clearly demonstrated the effect of cross education. This case report demonstrated the learning-dependent reorganization of the M1 and the effect of cross education.

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The Effects of Occupation-based Training With Errorless Learning and Spaced Retrieval on Task Learning and Satisfaction of People With Mild Vascular Dementia: Single Subject Research (오차배제학습과 시간차회상을 이용한 작업기반 훈련이 경도 혈관성 치매환자의 과제 수행능력과 만족도에 미치는 영향: 개별실험 연구)

  • Lee, Eun-Young;Park, Hae Yean;Kim, Jong-Bae;Park, Ji-Hyuk
    • Therapeutic Science for Rehabilitation
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    • v.7 no.1
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    • pp.51-62
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    • 2018
  • Objective : This study was to verify the effects of occupation-based training with errorless learning and spaced retrieval on task learning and satisfaction of elderly with mild vascular dementia. Methods : The subjects of this study were 3 geriatric individuals with mild vascular dementia, ABA' + follow-up design was used. Intervention period was provided occupation-based training with errorless learning and spaced retrieval. The dependent variable was converted to ability of task performance every session and satisfaction before and after intervention. Result analysis was suggested through visual analysis and bar graph. Results : After the occupation-based training with errorless learning and spaced retrieval, Ability of task performance and satisfaction improved for all subjects. Conclusions : From this study, occupation-based training with errorless learning and spaced retrieval training was found to be an effective mediation for improving independence of task and satisfaction for people with mild dementia. This study could provide evidence for clinical application for occupation-based training.