• International Journal of Computer Science & Network Security
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• 제21권6호
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• pp.1-6
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• 2021

Recently, pre-trained convolutional neural network CNNs have been widely used and applied for medical image classification. These models can utilised in three different ways, for feature extraction, to use the architecture of the pre-trained model and to train some layers while freezing others. In this study, the ResNet18 pre-trained CNNs model is used for feature extraction, followed by the support vector machine for multiple classes to classify medical images from multi-classes, which is used as the main classifier. Our proposed classification method was implemented on Kvasir and PH2 medical image datasets. The overall accuracy was 93.38% and 91.67% for Kvasir and PH2 datasets, respectively. The classification results and performance of our proposed method outperformed some of the related similar methods in this area of study.

• 한국보육지원학회지
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• 제16권2호
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• pp.141-160
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• 2020

Objective: The purpose of this study was to investigate structural relationships among variables related to pre-service childcare teachers' teaching efficacy. Methods: The participants in this study were 408 students in the department of child studies. The students completed questionnaires assessing pre-service childcare teachers' teaching efficacy, social support, self-esteem, and satisfaction level for childcare practicum. Statistical methods for the data analysis were the SPSS 19.0 and AMOS 20.0. And the Maximum likelihood estimation method was used to model fit. Goodness of fit was evaluated using the SRMR, RMSEA and its 90% confidence interval, CFI, and TLI. Results: First, pre-service childcare teachers' social support, self-esteem and satisfaction level for childcare practicum were found to affect their teaching efficacy directly. Also pre-service childcare teachers' social support was found to affect their self-esteem and satisfaction level for childcare practicum directly. Conclusion/Implications: This study is theoretically meaningful in that it shows that high social support, self-esteem, and satisfaction level for childcare practicum can be the main factors that can increase the effectiveness of pre-service childcare teachers' teaching efficacy.

• 대한가정학회지
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• 제50권7호
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• pp.59-66
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• 2012

The purpose of this study was to identify a causal relationship in the career preparation behavior, parental social support, career decision making self-efficacy and the career maturity of the pre-service elementary school teachers. A total of 374 questionnaires were used for data analysis, excluding the 23 copies deemed insincere in response. To ensure the reliability and validity of the questions, technical statistics of the frequency, ratio, average, standard deviation, skewness, and kurtosis via PASW 18.0, item-total correlation, the totality, and the reliability analysis. The structural analysis via AMOS 7.0 in the bootstrapping method was undertaken to perform the path analysis among the variables and to assess the suitability of the model. The findings of the study led to the following conclusions: First, the causal model for the career preparation behavior, parental social support, career decision making self-efficacy, and the career maturity of the pre-service elementary school teachers is suitable to empirical analysis on research variables. Second, the career decision making self-efficacy of pre-service elementary teachers has direct effect on career preparation behavior positively. Third, parental social support of the pre-service elementary teachers has indirect effects on the career preparation behavior positively.

• 한국노년학
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• 제31권3호
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• pp.445-461
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• 2011

본 연구는 생애과정적인 시각에서 성인기 이전 생활사건과 사회적 지지에 따라 중년기 성인의 심리적 복지감에 차이가 있는지, 그리고 중년기 성인의 심리적 복지감에 대한 성인기 이전 생활사건과 사회적 지지의 영향을 규명하고 그에 대한 실천방향을 모색하는 데 그 목적을 두고 있다. 이를 위하여 40-59세의 중년기 성인 남녀 511명의 자료를 분석하였다. 연구결과는 성인기 이전 생활사건 경험여부와 사회적 지지여부에 따라 중년기 성인의 심리적 복지감에 차이가 있었고, 성인기 이전 폭력, 죽음, 부모관련 생활사건과 정서적 지지, 정보적 지지는 중년기 성인의 심리적 복지감에 영향을 미치는 것으로 나타났으며 성인기 이전 부모관련 생활사건 경험에 따른 중년기 성인의 심리적 복지감은 성인기 이전 정보적 지지에 의해 완화되는 것으로 나타났다. 이러한 결과는 예전의 경험이 누적되고 서로 맞물려서 지속적 영향을 미치며 개인의 생애발달 과정이 의미있는 타인의 생애과정과 밀접하게 연관되어 있다는 생애과정관점의 견해를 지지한다. 또한 심리적 복지감을 위한 개입에 있어서 생활사건을 예방하는 것뿐만 아니라, 생활사건 경험 이후 보호해줄 수 있는 사회적 지지를 증가시키는 것이 필요한데, 이때 생활사건 영역에 적합한 구체적인 전략이 필요하다는 것을 시사한다.

• International Journal of Internet, Broadcasting and Communication
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• 제14권2호
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• pp.119-128
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• 2022

Recently, due to the development of related technologies for autonomous vehicles, driving work is changing more safely. However, the development of support technologies for level 5 full autonomous driving is still insufficient. That is, even in the case of an autonomous vehicle, the driver needs to drive through forward attention while driving. In this paper, we propose a method to monitor driving tasks by recognizing driver behavior. The proposed method uses pre-trained deep convolutional neural network models to recognize whether the driver's face or body has unnecessary movement. The use of pre-trained Deep Convolitional Neural Network (DCNN) models enables high accuracy in relatively short time, and has the advantage of overcoming limitations in collecting a small number of driver behavior learning data. The proposed method can be applied to an intelligent vehicle safety driving support system, such as driver drowsy driving detection and abnormal driving detection.

• Steel and Composite Structures
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• 제21권1호
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• pp.177-194
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• 2016

The cable-supported ribbed beam composite slab structure (CBS) is a new type of pre-stressed hybrid structure. The standard construction method of CBS including five steps and two key phases are proposed in this paper. The theoretical analysis and experimental research on a 1:5 scaled model were carried out. First, the tensioning construction method based on deformation control was applied to pre-stress the cables. The research results indicate that the actual tensile force applied to the cable is slightly larger than the theoretical value, and the error is about 6.8%. Subsequently, three support dismantling schemes are discussed. Scheme one indicates that each span of CBS has certain level of mechanical independence such that the construction of a span is not significantly affected by the adjacent spans. It is shown that dismantling from the middle to the ends is an optimal support dismantling method. The experimental research also indicates that by using this method, the CBS behaves identically with the numerical analysis results during the construction and service.

• 한국정보과학회논문지:정보통신
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• 제33권3호
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• pp.193-200
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• 2006

센서 네트워크는 침입탐지, 원격 감시 등 보안이 꼭 필요한 환경에서 사용될 것으로 예상된다. 이와 같은 센서네트워크에서 기밀성과 같은 보안성을 제공하기 위해서 센서 노드들은 공유키를 가지고 있어야 한다. 현재까지 제안된 기본적인 키 분배 기법은 키가 너무 많이 필요하거나, 노출된 센서에 의해서 키가 너무 많이 노출되는 등 보안 측면에서 취약했다. 이와 같은 문제를 해결하기 위하여 확률적 키 분배기법이라는 적은 수의 키로 노드 간의 키 공유를 확률적으로 보장하는 새로운 키 분배 기법이 제안되었다. 그러나 이 기법은 노드 간에 키의 공유가 항상 보장되지 않기 때문에 물리적인 이웃 노드라도 통신을 진행하지 못하게 되어 비효율적인 라우팅이 발생하거나, 별도의 라우팅 프로토콜을 필요로 하는 문제가 있다. 본 논문에서는 쿼럼 시스템(quorum system)을 이용하여, 노드에서 필요로 하는 키의 수를 줄이면서도 이웃 노드와 키 공유를 언제나 보장하는 새로운 키 분배 방법을 제안한다. 또한 노드 분포 정보(deployment knowledge)를 아는 상황에서 쿼럼 시스템을 확장하여 센서 노드에서 필요로 하는 키의 수를 줄이고 보안성과 연결성을 지원할 수 있는 방안을 제시한다.

• 터널과지하공간
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• 제5권2호
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• pp.104-113
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• 1995

Shear strength of the discontinuity on which the pre-failure of rock slope was occurred during surface excavation was measured through the direct shear test using core samples obtained in-situ. Internal friction angle was increased as the roughness of discontinuity surface(JRC) was increased. Results of the tilt test using core samples of higher JRC also showed very similar trend as those of the direct shear test. When the samples replicated from natural cores were used int he tilt test, results of friction angles showed almost perfect continuation of the residual friction angles from the direct shear test. However, when the gouge material existed in the discontinuity the internal friction angle strongly depended upon the rate of filling thickness to the height of asperity irrespective of the JRC. Based on the results of both direct shear test and tilt test internal friction angle and cohesion of discontinuity, which reflect the in-situ conditions fo pre-sliding failure and also can be used for the optimum design of support system, were assessed. Two kinds of support measures which were expected to increase the stability of rock slope were considered; lowering of slope face angle and installation of rock cable. But, it was found that the first method might lead to more unstable conditions of rock slope when the cohesion of discontinuity plane was negligibly low and in that case the support systems of any kind which could exert actual resisting force were needed to ensure the permanent stability of rock slope.

• 한국지반환경공학회 논문집
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• 제13권5호
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• pp.25-33
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• 2012

본 연구에서는 흙막이 가시설 공법중 지반의 변위를 억제하고, 토공사 및 구조물 공사의 시공성을 크게 개선한 IPS 흙막이 가시설 공법을 시공한 현장의 계측자료를 바탕으로, 탄소성보법 수치해석 프로그램(EXCAV/W)을 이용하여 수치해석을 실시하였다. 그 결과, 선행하중을 가한 해석치가 평균 13.2% 감소하였으며, 또한 일반적인 해석치보다 현장 계측치는 평균 26.7% 감소하는 것으로 나타났다. 따라서 IPS 흙막이 가시설 공법은 기존 버팀보 공법에 흙막이벽의 수평변위에 대한 안전성을 확보하고 있음을 알 수 있다. 또한 IPS 흙막이 가시설 공법을 이용한 선행하중 효과를 통해 수평변위가 감소하는 것을 확인할 수 있다.

• 한국컴퓨터정보학회논문지
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• 제27권3호
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• pp.127-135
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• 2022

이 연구의 목적은 중등체육교원 임용고사 육상실기평가에 대한 예비체육교사의 인식을 탐색하는데 있다. 이를 위해 인간 내면의 감정, 의견, 인식 등을 탐색할 수 있는 Q방법론을 활용하였다. 분석결과 3가지 유형이 탐색되었고, 각 유형은 전문시설지원요구형과 전문기술지도요구형 그리고 평가방법개선요구형으로 명명되었다. 결론으로, 중등체육교원 임용고사 육상실기평가를 준비하는데 있어 예비체육교사들은 전문시설의 지원과 전문기술을 지도받을 수 있는 기회의 제공 그리고 평가 방법과 절차에 대한 구체적인 사전 안내 등을 희망하는 것으로 해석되었다.