• KIPS Transactions on Software and Data Engineering
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• v.10 no.9
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• pp.367-374
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• 2021

Stock price prediction is a subject of research in various fields such as economy, statistics, computer engineering, etc. In recent years, researches on predicting the movement of stock prices by learning artificial intelligence models from various indicators such as basic indicators and technical indicators have become active. This study proposes a deep learning model that predicts the ups and downs of KOSPI from overseas indices such as S&P500, past KOSPI indices, and trading trends by KOSPI investors. The proposed model extracts a latent variable using a stacked auto-encoder to predict stock price fluctuations, and predicts the fluctuation of the closing price compared to the market price of the day by learning an LSTM suitable for learning time series data from the extracted latent variable to decide to buy or sell based on the value. As a result of comparing the returns and prediction accuracy of the proposed model and the comparative models, the proposed model showed better performance than the comparative models.

• Plant Journal
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• v.16 no.4
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• pp.40-44
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• 2020

In this study, after supplying a pulse wave to the 2 V Industrial Lead-Acid Battery electrode plate and repeating the charging and discharging, the discharging time per voltage was analyzed. According to the result of experiment, while the lead-acid Battery that a pulse wave is not supplied decreased about 18 % of discharging capacity than the beginning, the lead-acid Battery that a pulse wave is supplied decreased a little amount much lower than 18 %, of discharging capacity and recorded the 0.56 % decrease, at a minimum, from discharging capacity at the 20 kHz frequency. This means that the sulfate on electrode plate is detached and the positive and negative charge transfer is highly activated at the 20 kHz frequency

• Journal of the Korea Convergence Society
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• v.10 no.3
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• pp.243-248
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• 2019

This study was designed to prepare measures for future development and growth of local cosmetics industry by examining awareness, purchasing behaviors and satisfaction of beauty professionals with regard to Korean brand mask packs that have recently created a big trend in the beauty market. According to the results of survey, 80.6 percent of the respondents said that the most important factor in buying a mask pack was 'effect,' and as for the needed improvement of mask packs, 33.7 percent responded 'effect,' indicating that consumers still find the function of a product is unreliable. In addition, the respondents said that 'K-beauty effect' was the reason why mask packs were highly popular abroad, especially in China, and items that can promote beauty market were also said to be 'K-beauty advertising and promotion,' so it is believed that a good impression of K-culture rather than its own efficacy or reliability is leading to the present results. Therefore, K-beauty industry is expected to grow further in the global market if domestic and abroad consumers' confidence on the product is gained through the development of superior products that have improved effect and usability.

• Journal of Digital Convergence
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• v.17 no.3
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• pp.395-404
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• 2019

This study investigates the interactivity of smart LMS. To this end, smart LMS was used for one semester in the English course for economics majors and the surveys about its interactivity were conducted. The findings show that smart LMS enhanced the interaction between instructors and students, between students and students, and between students and learning contents. Especially in the classroom, the activity bulletin made possible the instructor's immediate feedback about team-based activity outcomes. Also, outside the classroom, Wiki made it convenient for students to collaborate with each other. In addition, activity outcomes in the activity bulletin and course materials uploaded on smart LMS contributed to the interactivity. However, what is recommended to do to increase the interactivity are to prepare instructional strategies for students to get used to using smart LMS and smartphones as their learning tool, to test the target systems of smart LMS in advance, and to take proper actions to solve the problems of smartphone's data and battery.

• Journal of the Korean Applied Science and Technology
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• v.35 no.4
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• pp.1081-1087
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• 2018

This study was carried out to investigate the effects of the extracts of 80% EtOH and EtOAc, BuOH, and D.W in Korean native Hypsizygus marmoreus. Antioxidation and antioxidant analysis to provide the possibility of a multifunctional cosmetic raw material. As a result of analyzing the cytotoxicity of the sample using the animal cell line HaCaT cell, it was confirmed that the toxicity of the sample hardly affected the cells. The inhibition rate of elastase was 30.41% at 10% of sample concentration and inhibition activity of collagenase was 11.65% at 1% of sample concentration. Hypsizygus marmoreus showed better antioxidant activity than similar mushroom. The total phenol contents of the fractions were 778.4 mg and 2.59 mg per 1 g of white mushroom, confirming its potential as a natural antioxidant. As a result, the extract of Hypsizygus marmoreus is considered to be highly valuable as a natural cosmetic material having antioxidant and antioxidant functions.

• Journal of the Korea Convergence Society
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• v.9 no.12
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• pp.331-336
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• 2018

The purpose of this study is to help female office workers in relieving their stress in rapidly changing modern society and maintaining a healthy and beautiful life by analyzing the complex effects of alternative beauty therapy on stress relaxation targeting 50 female office workers in their 30s to 40s, usually showing a high stress index due to their work. Aroma therapy and dry relax massage were carried out for 15 minutes as a beauty therapy, and stress index of the subjects was confirmed through survey before performing the beauty therapy. The experiment was conducted once a week for four weeks, and the cortisol concentration in saliva was analyzed for the outcome measurement. As a result, average stress index was 3.97 which showed a high value, and the cortisol concentration of the subjects after the experiment decreased significantly (p<0.05), and especially subjects who were married and had caregiving responsibility showed more changes in their cortisol concentration. The above result shows that dry relax massage using aroma is highly effective for mind and body relaxation of women in their 30s to 40s who are significantly stressed. If such beauty measures are applied properly, it is judged to be helpful for managing the stress.

• Plant Journal
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• v.15 no.1
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• pp.25-30
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• 2019

In this study, by varying flow patterns, which is one of the hydraulic factors of FAC, a strategy to reduce pipe wall thinning by mass transfer has been investigated. A similarity between heat transfer and mass transfer was verified via theoretical analysis, and local convective heat transfer coefficients were analyzed using a commercial numerical analysis program. When ribs were installed inside and outside of the internal surface in the straight section of the pipe, the maximum local heat transfer coefficient was shown to decrease substantially by up to 24.9% compared to the basic flow depending on the position and shape of ribs. If a guide vein was inserted in the pipe elbow, the maximum local heat transfer coefficient decreased by up to 26.7% compared to the basic flow depending on the internal surface area of the pipe by the guide vein.

• Plant Journal
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• v.15 no.1
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• pp.38-44
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• 2019

This research is an experimental investigation to find the desirable pH of slurry in the desulfurization absorber for a 1000 ㎿ coal fired power plant, operating in compliance with the Air Environmental Conservation Act and the plant's internal regulations. In case the average sulfur dioxide concentration in inflow flue gas, ${\bar{C\;in}}$ [ppm] changed to 500 ppm, 550 ppm, 600 ppm and 635 ppm after fixing inflow flue gas flow rate, generator output, pressure drop in the absorber, and oxidation air flow rate, the desirable pH of the slurry in the absorber, was 5.0, 5.2, 5.3 and 5.4. Thus, it is recommended that the desirable pH of slurry is calculated using the correlation equation, $RpH=0.0018{\times}{\bar{C\;in}}+4,2031$ when the average sulfur dioxide concentration in the inflow flue gas is in the range of 500 ppm to 635 ppm.

• Plant Journal
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• v.15 no.2
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• pp.56-61
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• 2019

In this study, the failure analysis of the internal tube occurred in the high pressure feedwater heater for power generation boiler of 500 MW supercritical pressure coal fired power plant was investigated. I suggested a prediction model that can diagnose internal tube failure by changing the position of level control valve on the shell side and the suction flow rate of the boiler feedwater pump. The suggested prediction model is demonstrated through additional cases of feedwater system unbalance. The simultaneous comparison of the shell side level control valve position and the suction flow rate of the boiler feedwater pump compared to the normal operating state value, even in the case of the high pressure feedwater heater for the power boiler, It can be a powerful prediction diagnosis.

• Journal of the Korean Data Analysis Society
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• v.20 no.6
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• pp.3069-3085
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• 2018

In this study, we examined the effect of non-cognitive factors on job tenure and tenure using KLIPS. We examine the internal consistency of the big5 personality trait and of the locus of control, and use the parameterized proportional hazards model. As a result, we confirmed that non-cognitive skill such as personality traits and locus of control affect individual labor market performance. Conscientiousness has shown that the job seeking period of adult job seekers is lengthened, thereby lowering the unemployment rate. It can be understood that high attentiveness under uncertainty can misinterpret information, and that lack of decision restricts escape from unemployment. In the tenure analysis, people with internal locus of control tendency were less likely to leave the job due to longer tenure. Those who have internal control can not only be preferred by the organization but also the internal control tendency seems to be the factor that maintains the long-term job because of the motivation and self-control of their actions.