• Nuclear Engineering and Technology
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• 제55권6호
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• pp.2096-2106
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• 2023

Rotating machinery is widely applied in important equipment of nuclear power plants (NPPs), such as pumps and valves. The research on intelligent fault diagnosis of rotating machinery is crucial to ensure the safe operation of related equipment in NPPs. However, in practical applications, data-driven fault diagnosis faces the problem of small and imbalanced samples, resulting in low model training efficiency and poor generalization performance. Therefore, a deep convolutional conditional generative adversarial network (DCCGAN) is constructed to mitigate the impact of imbalanced samples on fault diagnosis. First, a conditional generative adversarial model is designed based on convolutional neural networks to effectively augment imbalanced samples. The original sample features can be effectively extracted by the model based on conditional generative adversarial strategy and appropriate number of filters. In addition, high-quality generated samples are ensured through the visualization of model training process and samples features. Then, a deep convolutional neural network (DCNN) is designed to extract features of mixed samples and implement intelligent fault diagnosis. Finally, based on multi-fault experimental data of motor and bearing, the performance of DCCGAN model for data augmentation and intelligent fault diagnosis is verified. The proposed method effectively alleviates the problem of imbalanced samples, and shows its application value in intelligent fault diagnosis of actual NPPs.

• 컴퓨터교육학회논문지
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• 제17권2호
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• pp.53-64
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• 2014

본 연구는 교원 원격연수프로그램의 성과를 측정할 수 있는 요인을 탐색하고 프로그램을 평가할 수 있는 측정도구를 개발하여 양호도를 검증하는데 목적을 두었다. 이를 위해 원격연수프로그램 성과측정과 관련한 문헌고찰과 10명의 교원연수 및 교육공학 전문가의 검토를 거쳐 44개의 예비문항을 개발하였다. 설문의 표본은 중앙교육연수원에서 원격연수프로그램을 수강하는 교원을 대상으로 설문을 실시하였으며 1차 설문에서 수집된 205명의 최종데이터를 토대로 탐색적 요인분석을 실시하여 7개의 요인을 추출하였다. 이를 바탕으로 2차 설문에서 얻어진 293명의 응답자로부터 확인적 요인분석을 실시하였고 측정모형의 적합도 및 신뢰도를 확인하였다. 본 연구의 결과를 통해 시스템품질, 콘텐츠품질, 서비스품질, 사용, 성과, 만족도, 전이로 총 7개의 요인과 34개의 문항으로 구성된 교원 원격연수프로그램의 성과 측정도구를 최종적으로 확정하였다.

• Asian Pacific Journal of Cancer Prevention
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• 제15권15호
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• pp.6421-6423
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• 2014

Background: Recent studies have revealed a prognostic impact of the MPV (mean platelet volume)/platelet count ratio in terms of survival in advanced non-small cell lung cancer. However, there has been no direct analysis of the survival impact of MPV in patients with mCRC. The aim of the study is to evaluate the pretreatment MPV of patients with metastatic and non-metastatic colorectal cancer (non-mCRC) and also the prognostic significance of pretreatment MPV to progression in mCRC patients treated with bevacizumab-combined chemotherapy. Materials and Methods: Fifty-three metastatic and ninety-five non-metastatic colorectal cancer patients were included into the study. Data on sex, age, lymph node status, MPV, platelet and platecrit (PCT) levels were obtained retrospectively from the patient medical records. Results: The MPV was significantly higher in the patients with mCRC compared to those with non-mCRC ($7.895{\pm}1.060$ versus $7.322{\pm}1.136$, p=0.013). The benefit of bevacizumab on PFS was significantly greater among the patients with low MPV than those with high MPV. The hazard ratio (HR) of disease progression was 0.41 (95%CI, 0.174-0.986; p=0.04). In conclusion, despite the retrospective design and small sample size, MPV can be considered a prognostic factor for mCRC patients treated with bevacizumab-combined chemotherapy.

• 한국융합학회논문지
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• 제12권7호
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• pp.263-271
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• 2021

거총부터 격발까지 총구 움직임의 궤적을 추적하여, 사격의 정확성을 향상시킬 목적으로 광전자 기반 사격 훈련 시스템이 사격 훈련 현장에서 활용되어 왔다. 광전자 기반 시스템은 설치가 복잡하고, 표적의 파손 위험이 존재하며, 고가의 장비로 선수들의 접근성이 떨어진다는 단점이 있다. 이에 본 연구는 저비용의 가속도 센서 모듈을 이용하여 체위 떨림을 측정하고 피드백할 수 있는 사격 훈련 시스템을 개발하고, 이의 활용성을 검증하였다. 가속도 센서 모듈은 총기의 에어 실린더에 부착할 수 있도록 제작되었다. 체위 떨림은 가속도 센서 데이터를 이용하여 진폭, 주파수, 공간적 패턴 지표로서 분석되었다. 가속도 센서와 기존의 광전자 기반 시스템에서 측정된 사격시 체위 떨림 진폭 지표 간에는 높은 상관관계(좌우 방향: r=0.76; 상하 방향: r=0.70)가 나타났다. 또한, 사격 선수를 대상으로 진행한 시스템의 유효성 평가에서는 선수의 사격 점수(최상, 최하 격발)에 따라 계산된 체위 떨림 지표가 유의한 차이(p<0.05)가 있음을 독립 표본 t-검증을 이용하여 검증하였다.

• 한국융합학회논문지
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• 제10권7호
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• pp.261-266
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• 2019

본 연구는 초등학교 야구선수의 균형 및 유연성에 대한 협응이동훈련이 미치는 영향을 알아보는데 목적이 있다. 연구를 위해 30명의 초등학교 야구선수를 대상자로 모집하여 실시하였다. 탄력밴드를 이용한 CLT군 (n=15)과 일반적인 CLT군 (n=15)을 4주 동안 주 6회 훈련을 실시하였다. 균형을 평가하기 위해 균형측정기(Biorescue)을 사용하였고, 유연성 평가를 위해 좌전굴을 사용하였다. 연구 결과, 균형은 탄력밴드를 이용한 CLT군에서 실험 전보다 실험 후에 유의한 차이가 있었다. 유연성은 탄력밴드를 이용한 CLT군에서 실험 전보다 실험 후에 유의한 차이가 있었다. 그 결과, 탄력밴드를 이용한 협응이동훈련이 초등학교 야구선수의 균형 및 유연성을 향상시키는 효과적인 훈련방법이 될 수 있을 거라 기대된다.

• 한국농공학회논문집
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• 제63권2호
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• pp.19-31
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• 2021

The Ministry of Maritime Affairs and Fisheries has been promoting the 'Fishing Village Specialization Capacity Enhancement Project' to pursue sustainable development of villages such as income generation by using local tangible and intangible resources led by local residents at the village level since 2013. For the fishing village-Specialization capacity enhancement project, six training sessions (mainly in the village unit) are selected by the public offering method, and the project (income generating business, village development project, etc.) is developed for the selected village residents. It has a process of establishing a village project plan (a preliminary plan for village development or a sixth preliminary industrialization plan) based on the training of experts 5 times, practice or excursion 1 time). In this study, four villages in Gangwon-do fishing villages (two coastal villages and two inland water villages) were surveyed on the perception and satisfaction of fishing village development projects before and after training. The survey analysis was conducted by dividing the analysis of resident capacity and satisfaction into personal, interpersonal, and social dimensions. The survey was conducted by distributing a survey before and after training, and a 1:1 survey was conducted according to the residents' cognitive status. Based on the survey, factor analysis, reliability analysis, and analysis using the corresponding sample t-test showed an increase of 0.02 for Yangyang Mulchi fishing village, 0.11 for Samcheok Jangho fishing village, and 0.36 for Hongcheon River fishing industry, but Yanggu Jinmok fishing industry was -0.29, unlike other regions. As a result of this analysis, it has been empirically proven that provision of training projects through resident participation is a very important factor for the success of the fishing village project. Therefore, rather than fostering local leaders, training and community activities to strengthen personal capacities of residents participating in the project, it is necessary to operate the software business with a focus.

• 대한물리의학회지
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• 제17권3호
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• pp.31-40
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• 2022

PURPOSE: This study was conducted to investigate the effects of postural control training using a visual blind board, on head control, trunk control, and the sitting abilities of children with moderate-to-severe cerebral palsy. METHODS: Ten children with moderate to severe cerebral palsy participated in this study. Postural control training with a visual blind board was given for 40 minutes per session, 3 times a week for 4 weeks (12 sessions). Before and after the intervention, head control, trunk control, and sitting abilities were quantified using the head control scale, Korean version-trunk control measurement scale, and the sitting part of the Korean version-gross motor function measure-88, respectively. RESULTS: Postural control with the visual blind board significantly improved the head control ability of children with moderate to severe cerebral palsy (p = .015). Their trunk control abilities also showed significant improvement after the intervention (p = .016). However, their sitting ability did not show a significant change. CONCLUSION: These results showed that postural control training using a visual blind board is effective in improving the head and trunk control abilities of children with cerebral palsy. Further studies with suitable sample sizes and control groups are needed to reach a conclusion about the use of postural control training with visual blind boards for improvement of postural control of children with moderate to severe cerebral palsy.

• Asian-Australasian Journal of Animal Sciences
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• 제27권11호
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• pp.1540-1547
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• 2014

The accuracy of genomic estimated breeding values (GEBV) was evaluated for sixteen meat quality traits in a Berkshire population (n = 1,191) that was collected from Dasan breeding farm, Namwon, Korea. The animals were genotyped with the Illumina porcine 62 K single nucleotide polymorphism (SNP) bead chips, in which a set of 36,605 SNPs were available after quality control tests. Two methods were applied to evaluate GEBV accuracies, i.e. genome based linear unbiased prediction method (GBLUP) and Bayes B, using ASREML 3.0 and Gensel 4.0 software, respectively. The traits composed different sets of training (both genotypes and phenotypes) and testing (genotypes only) data. Under the GBLUP model, the GEBV accuracies for the training data ranged from $0.42{\pm}0.08$ for collagen to $0.75{\pm}0.02$ for water holding capacity with an average of $0.65{\pm}0.04$ across all the traits. Under the Bayes B model, the GEBV accuracy ranged from $0.10{\pm}0.14$ for National Pork Producers Council (NPCC) marbling score to $0.76{\pm}0.04$ for drip loss, with an average of $0.49{\pm}0.10$. For the testing samples, the GEBV accuracy had an average of $0.46{\pm}0.10$ under the GBLUP model, ranging from $0.20{\pm}0.18$ for protein to $0.65{\pm}0.06$ for drip loss. Under the Bayes B model, the GEBV accuracy ranged from $0.04{\pm}0.09$ for NPCC marbling score to $0.72{\pm}0.05$ for drip loss with an average of $0.38{\pm}0.13$. The GEBV accuracy increased with the size of the training data and heritability. In general, the GEBV accuracies under the Bayes B model were lower than under the GBLUP model, especially when the training sample size was small. Our results suggest that a much greater training sample size is needed to get better GEBV accuracies for the testing samples.

• Asian Pacific Journal of Cancer Prevention
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• 제14권3호
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• pp.1601-1607
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• 2013

A determination of circulating tumor cell (CTC) effectiveness for prediction of progression-free survival (PFS) and overall survival (OS) was conducted as an adjunct to standard treatment of care in breast cancer management. Between November 2008 and March 2009, 22 metastatic and 12 early stage breast carcinoma patients, admitted to Ankara Oncology Training and Research Hospital, were included in this prospective trial. Patients' characteristics, treatment schedules and survival data were evaluated. CTC was detected twice by CellSearch method before and 9-12 weeks after the initiation of chemotherapy. A cut-off value equal or greater than 5 cells per 7.5 ml blood sample was considered positive. All patients were female. Median ages were 48.0 (range: 29-65) and 52.5 (range: 35-66) in early stage and metastatic subgroups, respectively. CTC was positive in 3 (13.6%) patients before chemotherapy and 6 (27.3%) patients during chemotherapy in the metastatic subgroup whereas positive in only one patient in the early stage subgroup before and during chemotherapy. The median follow-up was 22.0 (range: 21-23) and 19.0 (range: 5-23) months in the early stage and metastatic groups, respectively. In the metastatic group, both median PFS and OS were significantly shorter in any time CTC positive patients compared to CTC negative patients (PFS: 4.0 vs 14.0 months, Log-Rank p=0.013; and OS: 8.0 months vs. 20.5 months, Log-Rank p<0.001). OS was affected from multiple visceral metastatic sites (p=0.055) and higher grade (p=0.044) besides CTC positivity (log rank p<0.001). Radiological response of chemotherapy was also correlated with better survival (p<0.001). As a result, CTC positivity was confirmed as a prospective marker even in a small patient population, in this single center study. Measurement of CTC by CellSearch method in metastatic breast carcinoma cases may allow indications of early risk of relapse or death with even as few as two measurements during a chemotherapy program, but this finding should be confirmed with prospective trials in larger study populations.

• 의학교육논단
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• 제17권2호
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• pp.78-87
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• 2015

Mongolia is suffering from the inadequate capacity of medical doctors due to a poor education and training system. The purpose of this article is to evaluate the effect of a clinical training program for capacity building of medical doctors in Mongolia, and to suggest an effective model for continuing professional development in developing countries. Based on the results of a needs assessment, Korean and Mongolian medical experts developed a clinical training program and trained the trainers on 32 topics regarding major clinical problems in 6 specialties, including cardiology, endocrinology, pediatrics, obstetrics and gynecology, neurology, and emergency medicine. Surveillance survey and pre/post-test were used on every topic to evaluate the satisfaction and achievement, respectively, of the trainees. Six months after the clinical training program, we interviewed a sample of medical professionals to evaluate the change and impact. A total of 612 (person-year) medical doctors participated in the training, and the average score for satisfaction was 7.69 out of 8. The average score of the pre-test was 46.9 out of 100, while the post-test was 82.4. After the training, the medical doctors were applying their new knowledge and skills to their practice, and using the materials as guidelines, which improved their practice and increased patient satisfaction. They also started their own training program and adopted new equipment at their hospitals. The satisfaction and achievement of the trainees were very high, and there was significant change in the medical practice, education system, and infrastructure after the training program. This training program can be an effective model for capacity building of medical doctors in developing countries.