• Title/Summary/Keyword: Learning rehabilitation

검색결과 209건 처리시간 0.021초

뇌졸중 환자에서 상지 회복을 위해 컴퓨터-인간 연동을 이용한 가상현실 기반 훈련 프로그램 (Virtual Reality-based Training Program Using Computer-human Interface for Recovery of Upper Extremity Use in Stroke Patients)

  • 이경희;황기철
    • 디지털융복합연구
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    • 제14권1호
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    • pp.285-290
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    • 2016
  • 본 연구는 뇌졸중 환자의 상지 재활에 사용되는 컴퓨터-인간 연동을 이용한 가상현실 기반 훈련 프로그램 중재의 효과를 알아보고자 하였다. 2015년 2월까지 Medline 데이터베이스에서 뇌졸중 환자의 상지 재활을 위한 가상 현실 중재를 다루는 무작위 대조군 임상 연구들을 검색하였다. PEDro 스케일이 연구의 질을 사정하기 위해 사용되었다. 선정된 8개의 연구가 분석되어졌다. PEDro 스케일은 5 부터 8/10까지 다양했다. 모든 연구들은 가상현실 기반 훈련 그룹에서 상지 기능 회복에 유의한 결과를 보였다. 본 연구는 뇌졸중 환자의 상지 회복을 위해 사용되는 가상 현실 기반 훈련 프로그램의 적용이 다양하고 예측할 수 없는 실행으로 구성된 과제 지향적이고 점진적인 학습을 제공함을 통해 특히 배움에 효과가 있음을 보여주었다. 본 연구에서는 가상현실 훈련 프로그램을 뇌졸중 환자의 상지 기능 재활에 탁월한 학습 효과를 기대할 수 있으며 과제-지향과 등급화된 학습을 제공하는데 효과적이다.

다층 퍼셉트론으 인식력 제어와 복원에 관한 연구 (A Study on the Control of Recognition Performance and the Rehabilitation of Damaged Neurons in Multi-layer Perceptron)

  • 박인정;장호성
    • 한국통신학회논문지
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    • 제16권2호
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    • pp.128-136
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    • 1991
  • A neural network of multi layer perception type, learned by error back propagation learning rule, is generally used for the verification or clustering of similar type of patterns. When learning is completed, the network has a constant value of output depending on a pattern. This paper shows that the intensity of neuron's out put can be controlled by a function which intensifies the excitatory interconnection coefficients or the inhibitory one between neurons in output layer and those in hidden layer. In this paper the value of factor in the function to control the output is derived from the know values of the neural network after learning is completed And also this paper show that the amount of an increased neuron's output in output layer by arbitary value of the factor is derived. For the applications increased recognition performance of a pattern than has distortion is introduced and the output of partially damaged neurons are first managed and this paper shows that the reduced recognition performance can be recovered.

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사이버교육에서 만족도와 성취도에 대한 심리적 사회적요인에 관한 연구 (The Influences of Psychological and social factors toward Academic Satisfaction and Achievement in Cyber Education)

  • 김경우
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2015년도 제51차 동계학술대회논문집 23권1호
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    • pp.111-113
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    • 2015
  • This paper investigate the empirical implications. They were to verify the influences of psychological and environmental factors toward performance satisfaction and durability. The results show that actional environment on academic satisfaction in learning is the most important factor. The effect of academic satisfaction on learning durability proved to be statistically significant. The results suggest that actional environment should be considered with top priority to increase the academic satisfaction. Learning satisfaction, academic vision, and academic satisfaction to enhance students' intention to continue studies are important.

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A Survey of Multimodal Systems and Techniques for Motor Learning

  • Tadayon, Ramin;McDaniel, Troy;Panchanathan, Sethuraman
    • Journal of Information Processing Systems
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    • 제13권1호
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    • pp.8-25
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    • 2017
  • This survey paper explores the application of multimodal feedback in automated systems for motor learning. In this paper, we review the findings shown in recent studies in this field using rehabilitation and various motor training scenarios as context. We discuss popular feedback delivery and sensing mechanisms for motion capture and processing in terms of requirements, benefits, and limitations. The selection of modalities is presented via our having reviewed the best-practice approaches for each modality relative to motor task complexity with example implementations in recent work. We summarize the advantages and disadvantages of several approaches for integrating modalities in terms of fusion and frequency of feedback during motor tasks. Finally, we review the limitations of perceptual bandwidth and provide an evaluation of the information transfer for each modality.

뇌졸중 편마비환자의 작업치료에 적용되는 운동학습의 원칙 (Motor Learning Concepts Applied to Occupational Therapy With Adults With Hemiplegia)

  • 심선화;박지혁
    • 재활치료과학
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    • 제1권2호
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    • pp.14-22
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    • 2012
  • 서론 : 뇌줄중 환자의 상지 운동 결손은 일상생활에서 수행하는 많은 활동에 큰 어려움을 겪게 만든다. 작업치료사들은 다양한 활동을 제공함으로써 일상생활의 참여를 돕기 위해서 노력하지만 학습자의 특성과 환경을 고려하지 않은 채 훈련이 이루어지고 있다. 따라서 본 연구는 운동 학습 이론과 원칙에 대해 알아보고 작업치료 영역에 적용하기 위한 임상적 고려에 대해 제언해보고자 한다. 본론 : 운동학습의 원칙으로는 학습의 단계, 과제의 형태, 실행 또는 연습, 피드백이 있는 학습의 단계에 따라 운동학습의 원칙을 적용할 수 있을 것이다. 초기단계에서는 학습목표와 작업환경에 대한 충분한 이해가 선행되어야 하며 지속적이며 차단된 연습, 전체 과제 연습이 학습을 촉진시킨다. 후기단계에서는 내제적 피드백에 의존하도록 유도하여야 하며 열린과제, 무작위 연습이 수행을 증진시킨다. 결론 : 치료기전으로 제공되는 다양한 운동학습의 원칙을 적용하기 위해서는 치료계획 수립 시에 체계적으로 결정되어야 할 것이다. 작업치료사들은 환자 각각의 평가결과를 바탕으로 환자의 수준에서 수행을 증진시킬 수 있는 효과적인 운동학습의 원칙을 계획하고 치료적 변화를 계속 모니터링하면서 변경시켜나가야 할 것이다.

Motion Recognition for Kinect Sensor Data Using Machine Learning Algorithm with PNF Patterns of Upper Extremities

  • Kim, Sangbin;Kim, Giwon;Kim, Junesun
    • The Journal of Korean Physical Therapy
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    • 제27권4호
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    • pp.214-220
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    • 2015
  • Purpose: The purpose of this study was to investigate the availability of software for rehabilitation with the Kinect sensor by presenting an efficient algorithm based on machine learning when classifying the motion data of the PNF pattern if the subjects were wearing a patient gown. Methods: The motion data of the PNF pattern for upper extremities were collected by Kinect sensor. The data were obtained from 8 normal university students without the limitation of upper extremities. The subjects, wearing a T-shirt, performed the PNF patterns, D1 and D2 flexion, extensions, 30 times; the same protocol was repeated while wearing a patient gown to compare the classification performance of algorithms. For comparison of performance, we chose four algorithms, Naive Bayes Classifier, C4.5, Multilayer Perceptron, and Hidden Markov Model. The motion data for wearing a T-shirt were used for the training set, and 10 fold cross-validation test was performed. The motion data for wearing a gown were used for the test set. Results: The results showed that all of the algorithms performed well with 10 fold cross-validation test. However, when classifying the data with a hospital gown, Hidden Markov model (HMM) was the best algorithm for classifying the motion of PNF. Conclusion: We showed that HMM is the most efficient algorithm that could handle the sequence data related to time. Thus, we suggested that the algorithm which considered the sequence of motion, such as HMM, would be selected when developing software for rehabilitation which required determining the correctness of the motion.

Role of e-Learning Environments in Training Applicants for Higher Education in the Realities of Large-Scale Military Aggression

  • Nataliia Bakhmat;Maryna Burenko;Volodymyr Krasnov;Larysa Olianych;Dmytro Balashov;Svitlana Liulchak
    • International Journal of Computer Science & Network Security
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    • 제23권12호
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    • pp.167-174
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    • 2023
  • Electronic educational environments in the conditions of quarantine restrictions of COVID-19 have become a common phenomenon for the organization of distance educational activities. Under the conditions of Russian aggression, Ukrainian proof of their use is unique. The purpose of the article is to analyze the role of electronic educational environments in the process of training applicants for higher education in Ukraine in the realities of a large-scale war. General scientific methods (analysis, synthesis, deduction, and induction) and special pedagogical prognostic methods, modeling, and SWOT analysis methods were used. In the results, the general properties of the Internet educational platforms common in Ukraine, the peculiarities of using the Moodle and Prometheus platforms, and an approximate model of the electronic learning environment were discussed. The reasons for the popularity of Moodle among Ukrainian universities are analyzed, but vulnerable elements related to security are emphasized. It was also determined that the high cost of Prometheus software and less functionality made this learning environment less relevant. The conclusions state that the military actions drew the attention of universities in Ukraine to the formation of their own educational platforms. This is especially relevant for technical and military institutions of higher education.

슬관절 각도에 따른 교각운동이 체간근 활성도에 미치는 영향 (The Effect of Trunk Muscle Activity on Bridging Exercise According to the Knee Joint Angle)

  • 김경환;박래준;장준혁;이우형;기경일
    • 대한물리의학회지
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    • 제5권3호
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    • pp.405-412
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    • 2010
  • Purpose : The purpose of this study was to assess the effects of the trunk muscle activity on bridging exercise according to the knee joint angle. Methods : Twenty-five healthy adults volunteered to participate in this study. Subjects were required to complete following four bridging exercises; knee joint flexion $120^{\circ}$, $90^{\circ}$, $60^{\circ}$, $45^{\circ}$. Surface electromyography from selected trunk muscles was normalized to maximum voluntary isometric contraction. Muscle activity was measured by QEMG-4 system(LXM 3204, Laxtha Korea). A repeated measures of one-way ANOVA with post-hoc Bonferroni's correction was used to determine the influence of bridging exercise on muscle activity for each muscle and descriptive statistics was used to determine local/global muscle ratio. Results : The internal oblique of bridging exercises $120^{\circ}$, $90^{\circ}$ showed significantly(p<.05). The erctor spinae of all bridging exercises showed significant excepted between $60^{\circ}$ and $45^{\circ}$(p<.05). Median of internal oblique/rectus abdominis ratio of $120^{\circ}$ was 4.41, $90^{\circ}$ was 3.94, $60^{\circ}$ was 3.58, $45^{\circ}$ was 3.39. Median of internal oblique/external oblique ratio of $120^{\circ}$ was 2.66, $90^{\circ}$ was 2.43, $60^{\circ}$ was 2.87, $45^{\circ}$ was 2.64. Conclusion : Angular motion decreasing with knee joint flexion made erector spinae activation increase. on the other hand, as decreasing abdomen muscle activation, the more performing motor learning is required for abdomen muscle strength and co-contraction for the trunk stabilization.

현장가열재생 아스팔트 포장의 현재 미국 내의 적용 현황 연구: 문헌조사 (Investigation of Current Practice on Hot In Place Recycling (HIR) in USA: Literature Review)

  • 임정혁;조성환;황성도
    • 한국도로학회논문집
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    • 제16권2호
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    • pp.73-89
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    • 2014
  • PURPOSES : The objective of this study is to investigate the current state of the practice, examining the steps in the process recommended by various agencies and the Asphalt Recycling and Reclaiming Association (ARRA)-namely mix design, structural design, structural capacity evaluation, and material characterization-in order to better understand the implications of hot in-place recycling (HIR). METHODS : In addition, the current practice of state departments of transportation (DOTs) is here reviewed with the purpose of learning from successful past experiences so as to forestall any difficulties that may emerge under similar circumstances. Also, HIR benefits, including reduced costs, improved construction processes, and environmental friendliness are presented, as well as advantages and disadvantages of HIR application. RESULTS : Most of the United States highway system is now deteriorating so that rehabilitation or reconstruction techniques are required for the most distressed roads, taking into account ways to increase the effectiveness of existing budgets. Several options are available in rehabilitating distressed roads, and the choice among these depends on many factors, including pavement distress condition, funding, and design life. Among these techniques, Hot In-Place Recycling (HIR) has emerged as a cost-effective treatment for deteriorated pavements, and has been proven an effective long-term strategy for pavement rehabilitation.

과제 지향적 그룹 운동 프로그램이 뇌졸중 환자의 운동 기능과 우울증에 미치는 효과 (Effects of the Group Task-related Program Training on Motor Function and Depression for Patient with Stroke)

  • 정재훈;고명숙;이정아
    • 대한물리의학회지
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    • 제5권1호
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    • pp.25-34
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    • 2010
  • Purpose : The purpose of this study is to assess the effect for gait, balance, and depression for stroke patients by group task-related program training based motor learning theory. Methods : The subjects of this study were administrated to the 11 stroke patients (9 male, 2 female) by 5 weeks, 3 times per week, 15 times. The group task-related program training were performed gait, balance, treadmill, muscle strengthening, and game program. Each program took 7~10 minutes and total time took 60 minutes including moving time. The difference of program training were compared using the paired t-test. Results : The results of this study revealed that Fugl-Meyer motor assessment, Chedoke-McMaster Stroke assessment of lower extremity and Berg balance scale were significantly correlated. However, impairment item of Chedoke-McMaster Stroke assessment, spatio-temporal gait parameters, Timed up and go test, and depression item of Minnesota Multiphasic Personality Inventory were not significantly correlated. Conclusion : These results support that group task-related program could be a useful treatment to improve the balance skills and motor function of lower extremity for the chronic stroke patients.