• KEPCO Journal on Electric Power and Energy
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• 제7권2호
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• pp.301-307
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• 2021

After the spread of the data collection devices such as smart meters, energy data is increasingly collected in a variety of ways, and its importance continues to grow. However, due to technical or practical limitations, errors such as missing or outliers in the data occur during data collection process. Especially in the case of customer-related data, billing problems may occur, so energy companies are conducting various research to process such data. In addition, efforts are being made to create added value from data, which makes it difficult to provide such services unless reliability of data is guaranteed. In order to solve these challenges, this research analyzes prior research related to bad data processing specifically in the energy field, and propose new missing value processing methods to improve the reliability and field utilization of energy data.

• International Journal of Advanced Culture Technology
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• 제11권4호
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• pp.464-469
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• 2023

As modern society develops, the number of diseases caused by bad smells is increasing. As it can harm people's health, it is important to predict in advance the extent to which bad smells may occur, inform the public about this, and take preventive measures. In this paper, we propose a hybrid neural network structure of CNN and LSTM that can be used to detect or predict the occurrence of odors, which are most required in manufacturing or real life, using odor complex sensors. In addition, the proposed learning model uses a complex odor sensor to receive four types of data, including hydrogen sulfide, ammonia, benzene, and toluene, in real time, and applies this data to the inference model to detect and predict the odor state. The proposed model evaluated the prediction accuracy of the training model through performance indicators based on accuracy, and the evaluation results showed an average performance of more than 94%.

• 대한방사성의약품학회지
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• 제5권2호
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• pp.69-70
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• 2019

• 대한지역사회영양학회지
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• 제20권6호
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• pp.399-410
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• 2015

Objectives: This study aims to identify self-resilience factors that drive right dietary and food safety practices in middle school students. Methods: Data was collected from 438 middle school students in Daegu using a self-administered questionnaire in December, 2013. The questionnaire consisted of 81 items with the following categories: general information, self-resilience, right dietary and food safety practices. Statistical analyses to determine frequency, average, ANOVA, factor analysis, reliability analysis, and regression analysis were performed using SPSS 21. Results: The results of factor analysis indicated that self-resilience was classified into challenge, adaptability, patience and achievement needs, and right dietary practices were sub-grouped into family meals, experience of dietary life, eco-friendly, balanced food, economy and bad food control, and food safety practices consisted of management of bacteria, hand washing and eating off a plate, safety food and food purchasing. The score of right dietary and food safety practices showed significant differences by sex, grade, and school achievement (p < 0.05). The economy factor of right dietary practices was significantly affected by the management of bacteria (p < 0.001), hand washing and eating off a plate (p < 0.001), safety food (p < 0.01), food purchasing of food safety practices (p < 0.05). The challenge factor of self-resilience significantly affected family meals, experience of dietary life, balanced food, economy, bad food control, management of bacteria, hand washing and eating off a plate, and safety food (p < 0.05). The adaptability factor of self-resilience was associated with factors such as eco-friendly, balanced food, economy, bad food control, management of bacteria, hand washing and eating off a plate, and food purchasing (p < 0.05). Conclusions: This study suggests that dietary education programs for middle school students could incorporate food safety practices, and self-resilience such as challenge, adaptability, patience and achievement needs to be effective.

• 대한환경공학회지
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• 제35권7호
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• pp.479-484
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• 2013

본 연구에서는 회분식 실험 및 $A_2/O$ 공법의 연속식 실험으로 구리가 생분해, 산소소모율 및 질산화에 미치는 영향을 검토하였다. 본 연구의 결과를 요약하면 다음과 같다. 구리 영향 실험 결과 유기물 분해는 회분식 실험의 경우 구리 농도 4.5 mg/L 이상, 연속식은 구리 농도 2.0 mg/L 이상일 때 영향을 미쳤다. 질산화 및 질소 제거의 경우 회분식은 구리 농도 4.5 mg/L 이상에서 질산화에 영향을 미쳤으며, 연속식의 경우 구리 농도 1 mg/L 이상일 때 질소 제거에 영향을 미쳤다. 인 제거의 경우 회분식은 구리 농도 4.5 mg/L, 연속식은 구리 농도 2 mg/L 이상일 때 영향을 미치는 것으로 나타났다. 산소소모율의 경우 회분식과 연속식 모두 구리 농도 1.5 mg/L 이상일 경우 미생물 활성에 나쁜 영향을 주어 산소소모율이 낮아졌다.

• 한국조리학회지
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• 제15권2호
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• pp.136-149
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• 2009

본 연구는 선행 연구를 토대로 하는 문헌고찰과 실증조사 분석을 통해 외식기업에서 발생할 수 있는 서비스 실패 상황에서 발생할 수 있는 소비자의 부정적 감정과 서비스 실패 유형을 구체화시키고 그러한 소비자의 부정적 감정이 향후 소비자의 행동에 미치는 영향관계를 확인하고자 한다. 본 연구의 목적을 달성하기 위해 부산지역 대학생을 대상으로 2008년 9월 15일부터 30일까지 설문지를 통해 유효한 261부의 설문 자료를 수집하였으며, 수집한 자료를 활용하여 연구 목적을 달성하기 위해 상관관계(correlation analysis) 및 요인분석(factor analysis)을 실시하였고, 구성 개념간의 인과관계 및 영향력의 차이를 확인하기 위해 공분산구조분석(covariance structure analysis)을 실시하였다. 통계자료분석은 SPSS 12.0 버전과 AMOS 4.0을 이용하였다. 분석 결과 4가지 서비스 실패 유형(서비스 신뢰성 실패 서비스 유형성 실패 서비스 반응성 실패 서비스 공감성의 실패)을 확인하였으며, 이러한 서비스 실패 유형이 이용 소비자의 부정적 감정인 후회감과 실망감에 영향을 미친다는 것을 확인하였다. 뿐만 아니라 소비자의 부정적 감정이 부정 행동과 브랜드 전환, 그리고 부정적 구전 등 부정 행동에 영향을 미침을 확인하였다.

• 대한수의학회지
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• 제45권1호
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• pp.17-23
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• 2005

In the present study, we expected the anti-tumor effect by combined treatment of arsenic trioxide and interferon (IFN)-${\alpha}$ on murine Lewis lung carcinoma (LL2) cells through in vivo study. As a experimental model, LL2 cells ($1{\times}10^{6}$/mouse) were injected subcutaneously into the back region of mice. When the tumor volume reached $100mm^3$, mice were treated with 1 mg/kg arsenic trioxide, 50000 IU IFN-${\alpha}$, or arsenic trioxide and IFN-${\alpha}$. The development of tumor cells was significantly inhibited by combined treatment with arsenic trioxide and IFN-${\alpha}$. In arsenic trioxide and IFN-${\alpha}$ treated group, apoptotic index was reached a peak valve at 48 hr after the treatment and it was restored to approximately the control level at 8 days. Also, positive signals of Bax and Bad were increased at 48 to 96 hr and decreased at 8 day. Whereas, positive cells of Bcl-2 were steadily decreased at 12 to 48 hr and restored to the background level at 8 days. Our data showed that immunoreactivity of Bcl-2 was decreased at 12 to 48 hr, while positive signals of Bax and Bad were increased in accordance with apoptotic index at these times. In conclusion, our results suggest that the combined treatment with arsenic trioxide and IFN-${\alpha}$ significantly inhibited the growth of LL2 tumor cells and induced apoptosis through the up and down-regulation of Bcl-2 gene family.

• 한국정보통신학회논문지
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• 제10권10호
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• pp.1822-1828
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• 2006

동영상에서 유해정보를 판별하기 위해서는 대표프레임을 효율적으로 선정 할 수 있어야 한다. 기존의 대표프레임 선정 기법은 대부분이 장면전환을 중심으로 이루어진다. 이러한 기법 은 연속된 변화특성을 가지는 유해 동영상의 경우에는 불필요한 대표프레임으로 인해 전체적인 판별효율을 저하시킨다. 본 논문에서는 판별시스템의 입력이 되는 대표프레임을 프레 임간 변화특성을 이용하여 선정하는 기법을 제안한다. 이 기법의 실험을 위해서 기존의 판별시스템에 제안된 기법으로 선정된 대표프레임을 투입한 경우에 90% 이상이 유해하다고 판별하여 입력의 적합성이 입증되었으며, 선정된 대표프레임의 수도 I-프레임 비 해 68%의 감소율을 보여 시간적 효율성도 입증되었다. 그러므로 본 기법은 효율적인 유해성 판별시스템을 가능하게 하여, 건전한 동영상 정보의 유통에 효과적으로 기여할 수 있다.

• Reproductive and Developmental Biology
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• 제29권2호
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• pp.133-139
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• 2005

Oxidative stress is one of the major causes of failure in in vitro storage of boar semen. Reactive oxygen species (ROS) are known to be important mediators of such stress. The present study examined the effects of pyruvate and taurine on sperm motility and expression of BAD, Cytochrome c, Caspase-3 and Cox-2 protein in in vitro storage of boar semen, and tested the effect of semen treated with antioxidant with or without hydrogen peroxide on the development of IVM/IVF porcine embryos. Semen samples were transported to the laboratory at $17^{\circ}C$ within 2 hr after collection and were treated with different concentration of pyruvate $(1\~10mM)$ and taurine $(25\~100mM)$ with or without 250uM $H_2O_2$ respectively. The supplementation of pyruvate and taurine increased sperm motility in boar semen during in vitro incubation at $37^{\circ}C$. Expression of apoptosis protein (BAD, cytochrome c, caspase-3 and cox-2) were reduced in the group of boar semen treated with pyruvate and taurine when compared to the other groups. The developmental rates of IVM/IVF porcine embryos fertilized by semen treated with pyruvate and taurine were significantly increased when compared to control (P<0.005). These results indicate that supplementation of pyruvate and taurine as antioxidants in boar semen extender can improve the semen quality and increase in vitro development of porcine IVM/IVF embryos when boar semen treated with antioxidants was used for in vitro fertilization.

• 한방안이비인후피부과학회지
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• 제23권2호
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• pp.151-162
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• 2010

Objective : Bell's palsy is common and has many clinic study. but bell's palsy prognosis is not enough specific. So this study was evaluated bell's palsy prognosis, treatment number, sequela of normal group and bad prognosis group. Methods : From June 2009 to June 2010, patients who visited Dong-seo Oriental Medicine ENT. A clinic study was done on patient who were diagnosed bell's palsy, onset 2weeks within when first visited OPD and treated 3 times over in Dong-seo Oriental Medicine Cental. To evaluate grade of paralysis, House-Brackman Scale was used. We classified treatment numbers of each HB-Scale group, normal gIVroup and bad prognosis group. Results : The distribution of Onset HB-Scale : Gr II 26.25%, Gr III 67.5%, Gr IV 6.25% Onset HB-Scale Gr II patients completely recover 100% Onset HB-Scale Gr III patients completely recover 64.8%, improved 27.8%, nothing change 7.4% Onset HB-Scale Gr IV patients completely recover 40%, improved 60% Onset HB-Scale Gr II & IV patients recovery percentage make no difference of normal group (Group A) and bad prognosis. Onset HB-Scale Gr III patients completely recover Group A 66.7%, Group B 52.9%, improved Group A 23.2%, Group 35.3%, noting change Group A 5.1%, Group B 11.8% Onset HB-Scale Gr II patients has no sequela. Onset HB-Scale Gr III & IV patients has tendency that they treat more times, more improving and less sequela probability Conclusion : Onset HB-Scale is the indicator of acute bell's palsy prognosis.