• 제목/요약/키워드: Training Pattern

검색결과 722건 처리시간 0.026초

패턴인지법에 의한 한국산 고대 유리제품의 분류 (Classification of Korean Ancient Glass Pieces by Pattern Recognition Method)

  • 이철;채명준;김승원;강형태;이종두
    • 대한화학회지
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    • 제36권1호
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    • pp.113-124
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    • 1992
  • Chemometrics의 한 분야인 패턴인지(pattern recognition)법을 한국산 고대 유리시료 94종의 중성자방사화분석으로부터 얻은 다변수데이타에 적용하였다. unsupervised learning의 방법인 주성분분석과 비선형도시법으로 시료를 분류한 결과 유리시료는 6개의 군을 형성하였다. 6개의 참조시료셋트와 시험시료셋트에 supervised learning의 SIMCA법을 적용시켰다. 그 결과 참조시료셋트는 주성분분석법 및 비선형도시법의 결과와 일치하였고 시험시료셋트에서 33개의 시료 중 17개 시료에 대해 시료가 속한 군을 판정할 수 있었다.

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암 환자를 위한 앱 기반의 인지건강훈련 프로그램의 개발 (Development of Mobile-application based Cognitive Training Program for Cancer Survivors with Cognitive Complaints)

  • 오복자;윤정혜;김지현
    • 성인간호학회지
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    • 제29권3호
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    • pp.266-277
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    • 2017
  • Purpose: The purpose of this study was to design a mobile-application of a cognitive training program for people who have chemo-related cognitive complaints. Methods: The program was developed based on the network-based instructional system design proposed by Jung. The program consisted of several tasks centered on four cognitive domains: learning, memory, working memory, and attention. For memory learning, a target-image and all its elements (color, position, and number) were presented on the screen that had to be recognized among a number of distractor-figures. In working memory training, the previous learned target-figure according to the level of difficulty had to be remembered among many different figures. In attention training named "Find the same figure," two identical symbols in a grid-pattern filled with different images were presented on the screen, and these had to be simultaneously touched. In attention training named "Find the different figure," a different symbol in a grid pattern filled with same figures had to be selected. This program was developed to train for a minimum of 20 min/day, four days/week for six weeks. Results: This cognitive training revealed statistically significant improvement in subjective cognitive impairments (t=3.88, p=.006) at six weeks in eight cancer survivors. Conclusion: This cognitive training program is expected to offer individualized training opportunities for improving cognitive function and further research is needed to test the effect in various settings.

대형 의류벤더의 테크니컬 디자이너 실무 분석 (Analysis of Practical Tasks of Technical Designers of Big Vendors)

  • 하희정
    • Human Ecology Research
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    • 제55권5호
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    • pp.555-566
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    • 2017
  • This study analyzes the practical tasks and required competency for technical designers to provide basic data on the training of domestic technical designers. The survey was applied to 21 technical designers of big vendors as well as investigated tasks, task flow, important tasks, time-consuming tasks, and required competencies. The results of the study are as follows. First, the technical designers were in charge of several brands of buyers and distributors of fashion companies, or several lines of the same brand. The main production items were cut and sewn knits. Second, the flow of task and tasks were in the order of buyer comments analysis, sloper decision to matching style, sewing specification, productive sewing method research, size specification suggestion, pattern correction comments, construction decision to matching style & fabric, sample evaluations, fit approval, business e-mail writing, specification & grading confirmation, and communication with buyer. Third, five tasks (analysis of buyer comments analysis, communication with buyer, pattern correction comments, productive sewing methods research, sample evaluation) were important and time-consuming tasks. Fourth, reeducation was required in order of sewing, pattern, English, fabric, and fitting. Fifth, competencies to be a technical designers were fitting, pattern correction, size specification & grading, construction & sewing specification, sewing terms & techniques, and communication skills. In conclusion, technical designer training should focus on technology-based instruction, such as sample evaluation, fitting, pattern correction, and productive sewing methods research of cut and sewn knits.

LSTM 인공신경망을 이용한 자동차 A/S센터 수리 부품 수요 예측 모델 연구 (A Study on the Demand Prediction Model for Repair Parts of Automotive After-sales Service Center Using LSTM Artificial Neural Network)

  • 정동균;박영식
    • 한국정보시스템학회지:정보시스템연구
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    • 제31권3호
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    • pp.197-220
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    • 2022
  • Purpose The purpose of this study is to identifies the demand pattern categorization of repair parts of Automotive After-sales Service(A/S) and proposes a demand prediction model for Auto repair parts using Long Short-Term Memory (LSTM) of artificial neural networks (ANN). The optimal parts inventory quantity prediction model is implemented by applying daily, weekly, and monthly the parts demand data to the LSTM model for the Lumpy demand which is irregularly in a specific period among repair parts of the Automotive A/S service. Design/methodology/approach This study classified the four demand pattern categorization with 2 years demand time-series data of repair parts according to the Average demand interval(ADI) and coefficient of variation (CV2) of demand size. Of the 16,295 parts in the A/S service shop studied, 96.5% had a Lumpy demand pattern that large quantities occurred at a specific period. lumpy demand pattern's repair parts in the last three years is predicted by applying them to the LSTM for daily, weekly, and monthly time-series data. as the model prediction performance evaluation index, MAPE, RMSE, and RMSLE that can measure the error between the predicted value and the actual value were used. Findings As a result of this study, Daily time-series data were excellently predicted as indicators with the lowest MAPE, RMSE, and RMSLE values, followed by Weekly and Monthly time-series data. This is due to the decrease in training data for Weekly and Monthly. even if the demand period is extended to get the training data, the prediction performance is still low due to the discontinuation of current vehicle models and the use of alternative parts that they are contributed to no more demand. Therefore, sufficient training data is important, but the selection of the prediction demand period is also a critical factor.

CBAM 모델에 관한 연구 (A Study on CBAM model)

  • 임용순;이근영
    • 전자공학회논문지B
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    • 제31B권5호
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    • pp.134-140
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    • 1994
  • In this paper, an algorithm of CBAM(Combination Bidirectional Associative Memory) model proposes, analyzes and tests CBAM model `s performancess by simulating with recalls and recognitions of patterns. In learning-procedure each correlation matrix of training patterns is obtained. As each correlation matrix's some elements correspond to juxtaposition, all correlation matrices are merged into one matrix (Combination Correlation Matrix, CCM). In recall-procedure, CCM is decomposed into a number of correlation matrices by spiliting its elements into the number of elements corresponding to all training patterns. Recalled patterns are obtained by multiplying input pattern with all correlation matrices and selecting a pattern which has the smallest value of energy function. By using a CBAM model, we have some advantages. First, all pattern having less than 20% of noise can be recalled. Second, memory capacity of CBAM model, can be further increased to include English alphabets or patterns. Third, learning time of CBAM model can be reduced greatly because of operation to make CCM.

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자세균형제어에 영향을 주는 시각자극패턴에 관한 연구 (A Study on the Visual Stimulation Pattern Affecting Postural Balance)

  • 김현석;한병희;김동욱;김남균
    • 대한의용생체공학회:학술대회논문집
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    • 대한의용생체공학회 1996년도 춘계학술대회
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    • pp.252-255
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    • 1996
  • We examined the effect of strip visual stimulation pattern on postural balance control. It was performed by using motor driven clothe panel as visual stimulation. We also investigated the usefulness of HMD in the postural balance rehabilitation training system from the view of reducing the scale of experimental system. Our result showed that strip visual pattern was effective on postural balance control. It also indicated that HMD might be applied to clinical use as a new postural balance training system.

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Cepstrum을 이용한 폐음의 분석 및 패턴 분류 (A New Pattern Classification and the Analysis of the Lung Sound by Using Cepstrum)

  • 김종원;김성환
    • 대한의용생체공학회:의공학회지
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    • 제15권2호
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    • pp.159-166
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    • 1994
  • A new pattern classification algorithm using cepstrum to analyze lung sounds for the classification of pattern with pulmonary and bronchial disorders is proposed. To evaluate the perfomance of the proposed method, the results are compared to the pattern classification with the AR modeling method. In the experiment lung sounds recorded for the training of physician used. As a results, the accuracy of the cepstrum classification is 92.3 % and AR modeling is the 53.8 %, therefore cepstrum modeling method has very high performance than AR and it turned out to be a very efficient algorithm.

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범주화 훈련과 전문성이 인지 문제 해결에 미치는 영향 (Effects of categorization training and expertise on cognitive problem solving)

  • 이희승;손영우
    • 인지과학
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    • 제16권1호
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    • pp.53-67
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    • 2005
  • 본 연구는 전문성에 따른 범주화 양상의 차이를 확인하고, 범주화 훈련이 전문성에 따라 인지 문제 해결에 어떠한 영향을 주는지 살펴보았다. 실험 떼서는 수학 연립방정식 문제를 사용하여 전문성 수준에 따른 집단별 문제 범주화 양상의 차이를 확인하였다. 전문가는 주로 문제 해결방법과 관련된 문제의 구조적 특징을 범주화의 기준으로 사용하였지만, 초보자는 문제의 표면적 정보를 기준으로 하여 범주화하였다. 그러나 문제의 구조를 명시적으로 표현한 조건 범주화 상황에서 초보자의 범주화 양상이 전문가와 같은 형태로 변화하는 것을 확인할 수 있었다. 초보자와 전문가의 범주화 양상이 다른 것은 초보자들이 문제의 깊은 구조를 파악하는데 어려움이 있기 때문인 것으로 보인다. 실험 2에서는 문제의 구조가 명시적으로 표현된 조건 범주화 훈련이 문제해결 능력의 향상을 가져올 수 있는지 알아보기 위하여 문제 해결 훈련을 한 집단과의 비교를 통해 전이 검사수행을 살펴보았다. 실험 결과, 전문가 집단은 문제해결 훈련이 효과적이었던데 반해, 초보자 집단은 문제 분류훈련이 더 효과적인 것으로 나타났다. 이는 초보자의 경우 문제의 깊은 구조를 파악하기 어렵기 때문에 이를 명시적으로 보여주어 훈련시킴으로써 문제 해결에 도움을 주기 때문인 것으로 보인다. 따라서 전문성의 수준에 따라 서로 다른 형태의 교육방법이 사용되어야 할 것이다.

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뇌졸중환자의 동작관찰 보행훈련이 시·공간적 지표와 재활동기에 미치는 영향 (Effects of Observed Action Gait Training on Spatio-temporal Parameter and Motivation of Rehabilitation in Stroke Patients)

  • 강권영
    • 대한물리의학회지
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    • 제8권3호
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    • pp.351-360
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    • 2013
  • PURPOSE: The purpose of this study was to investigate the effects of observed action gait training on stroke patients. METHODS: 22 subjects were randomized into two groups. The observed action gait training performed that watched a video of normal gait before gait training and the general gait training without watching it. The experimental group(n=11) performed observed action gait training and the control group(n=11) performed general gait training. Both group received gait training for 3 times per week during 8 weeks. RESULTS: The experimental group showed significant differences in the cadence, gait velocity, stride, step, single limb support, double limb support, stride length and step length(p<.05). The control group showed significant differences only in the stride(p<.05). CONCLUSION: The observed action gait training affected coordination and weight shift, as well as symmetry of the body. Plasticity of the brain was facilitated by repetitive visual and sensory stimulation. The observed action gait training promoted the normal gait by watching the normal gait pattern. In conclusion, motor learning through the sensory stimulation promotes brain plasticity that could improve motor function, and observed action gait training indirectly identified stimulated brain activities.

Thoroughbred 망아지의 중 골절사고 유형 (The pattern of accidental bone fractures in Thoroughbred foals)

  • 양재혁;양영진;조길재;정종태;임윤규
    • 대한수의학회지
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    • 제42권1호
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    • pp.115-121
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    • 2002
  • The present study was conducted to investigate the pattern of fracture of 50 Thoroughbred foals in Jeju from January 1997 to August 2001. A total 50 Thoroughbred foals were investigated to figure out the relationship between breeding condition and fracture. The fracture was diagnosed by physical and radiological examinations after lameness test. Most sites of fracture were limb, skull and vertebrae. Age analyzed that the most popular is the 1-year-old foals. Most places of the occurrence of the fracture were pasture, paddock, track and stable. Main cause of the fracture were play, training and foal's dam. These results suggest that there were the 1-year-old foals have a lot of fracture during play at pasture in winter.