• Title/Summary/Keyword: 변수 선별

Search Result 235, Processing Time 0.03 seconds

A Comparative Study of Emotional Response to Korean Drama among Countries: With Drama 'Goblin' (한국 드라마 수용에 있어서 국가별 감정 반응 분석: 드라마 <도깨비>를 중심으로)

  • Lee, Yewon;Woo, Sungju
    • Science of Emotion and Sensibility
    • /
    • v.20 no.4
    • /
    • pp.31-40
    • /
    • 2017
  • This research aims to investigate 'Hallyu' contents consumption tendency of consumers from Korea, Japan, and the United States by analyzing their emotional responses. With the development of social media, research on emotion analysis by reviewing text materials has grown. Whereas environmental variables affect consumer demand towards 'Hallyu' contents, little comparative analyses have been conducted on the emotional responses of consumers from different countries. In this research, the emotional prototype model proposed by Russell(1980) used to extract and distinguish emotional words to clarify how people in the three countries differently perceive the Korean drama "Goblin". First of all, the SNS reviews were collected during a two-month period (February 12 to April 12). Second, significant factors were identified in the collected data according to Russell's emotion model. Third, random forest was applied to organize the selected variables in the order of variable importance. Fourth, the correlations among the emotional words were compared. Lastly, the accuracy of the trained model was measured using the test dataset. The results show that "Happy" was found to be the greatest factor in Korea and in the United States and "Pleased" in Japan. Emotional words correlations showed that when watching the drama "Goblin", "passive unpleasure" was the main factor associated with individual's interest in Korea whereas "passive pleasure" was associated with individual's interest in Japan and in the United States. Based on the results, this research suggests the possibility of developing evaluation guidelines for emotional responses of different countries towards 'Hallyu' contents.

Experimental Design of Column Flotation for Recovery of High Grade Molybdenite (고품위 몰리브덴 회수를 위한 컬럼부선 요인설계)

  • Hyun Soo Kim;Purev Oyunbileg;Chul-Hyun Park
    • Resources Recycling
    • /
    • v.32 no.6
    • /
    • pp.34-44
    • /
    • 2023
  • In this work, column flotation using factorial design was performed for recovering high-grade molybdenite concentrate. First, the flotation concentrate from Samyang Mining Plant was regrinded to a mean size of 165, 116, 46.7, and 38.4 ㎛ for an increase of the liberation degree. Tests were carried out for various variables affecting column flotation, and then the concentrates with molybdenite grade and recovery of 98.3 % and 95.28 % were obtained, respectively. Also, regression was performed using the statistical analysis program (SPSS 25) with the factorial design and experimental data on particle size, flow wash-water velocity and depressant that affect high grade. From the results, a model equation was derived to predict the molybdenite grade (MG) and recovery (MR) with the relationship between column flotation variables. Factors such as depressant concentration + wash-water velocity and particle size + depressant concentration + wash-water velocity were smaller than the significance level (0.05) and had a significant effect on the dependent variable, grade, and in the recovery model, only particle size and wash-water velocity factors affected the dependent variable, recovery.

Development of Global Insulation Assessment System for Medium Voltage power Cable System (배전용 전력케이블 시스템 포괄진단 설비 개발)

  • 이동영
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
    • /
    • v.17 no.2
    • /
    • pp.66-72
    • /
    • 2003
  • The global assessment system for medium voltage power cable systems has been developed The minimum purpose of diagnostic activity is the economic discrimination and maintenance of bad cables which is likely to cause cable system failure. I have adapted the Aging Time Constant Method to construct the power cable assessment system for the diagnostic purpose. From the field application test and breakdown test results, it could be concluded that the diagnostic system was successful art convenient for the discrimination and maintenance of the bad cables, which is likely to fail sooner or later, economically.

Development of a conceptual rainfall-runoff ensemble model using hierarchical Bayesian method (계층적 베이지안을 활용한 개념적 강우-유출모형 앙상블 모델 구축)

  • Yu, Jae-Ung;Kim, Min-Ji;Oh, Se-Cheong;Kwon, Hyun-Han
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2021.06a
    • /
    • pp.181-181
    • /
    • 2021
  • 유역 내의 물순환 평가를 위하여 적합한 강우-유출모형을 선정하고 적용하는 것은 수문학적 관점에서 주된 과제이다. 장기적인 관점의 수자원 관리를 위해서는 직접적인 계측을 통해 장기간의 유출자료를 취득하는 방법이 있으나, 국내의 주요지점을 제외한 대다수의 중소규모의 지점에 계측기를 설치하는 것은 현실적으로 어려우므로, 자료취득이 비교적 용이하고 신뢰성이 높은 장기간 강우 자료를 강우-유출모형의 입력자료로 활용하여 미계측 유역으로의 모형을 확장하는 방안이 적절하다는 평가를 받고 있다. 본 연구는 국내외 주요 연속강우-유출모형의 특성을 파악하기 위하여 비교적 신뢰성 있는 자료를 보유하고 있는 소양강댐 유역에 다수의 연속강우-유출모형을 적용하였다. 모델링 결과로 산출된 유황곡선(flow duration curve)을 소양강댐 유입량과 비교하여 각 모형의 특징을 파악하고 유량에 따른 적합성 평가를 진행하였다. 또한, 향후 미계측유역으로 모형을 확장하기 위하여 매개변수 개수 및 재현능력을 동시에 평가하였다. 다수의 모형 중 적합성이 높은 모형들을 선별하였으며, 선별된 모형들의 불확실성을 고려함과 동시에 계층적 베이지안 기법을 활용하여 최종적으로 앙상블모형을 제시하였다. 앙상블모형을 단일 모형과 비교한 결과 단일 모형보다 개선된 성능을 확인하였다.

  • PDF

Isolation and Characterization of Microorganisms for the Development of Fermentation Accelerator of Animal Manure (가축분뇨 발효제의 개발을 위한 미생물 분리 및 특성조사)

  • Kim, So-Young;Kim, Hong;Choi, Hee-Jung
    • KSBB Journal
    • /
    • v.18 no.6
    • /
    • pp.466-472
    • /
    • 2003
  • Several microorganisms were isolated and characterized for the development of fermentation accelerator of animal manure. Firstly, 61 species were isolated from rice bran extract. Secondly, five strains of microorganisms were screened by the analysis of hydrolysis activities for organic compounds including protease, cellulase, amylase, and lipase. From a deodorization test for ammonia gas using the isolated strains, finally three bacterial strains were selected (NA 2, 12, 15). The selected strains, NA 2 and 15 were identified as Bacillus acidocaldarius and Planococcus sp. respectively. The media composition of key nutrients and pH for the mixed culture of the three selected strains were optimized using an experimental design method (response surface method) as follows : beef extract (4.59g/L), peptone (8.72g/L) and pH 6.3. Consequently, the isolated microorganisms seem to have potential applicability in the animal manure treatment.

Migration to the Capital Region in Korea: Assessing the Relative Importance of Place Characteristics and Migrant Selectivity (우리나라 수도권으로의 인구이동: 시기별 유출지역 특성과 이주자 선별성의 상대적 중요도 평가)

  • Kwon, Sang-Cheol
    • Journal of the Korean association of regional geographers
    • /
    • v.11 no.6
    • /
    • pp.571-584
    • /
    • 2005
  • The population concentration in the Capital region of Korea has become an important issue for the pursuit of the balanced regional human capital development. Considering migration both as a geographic and a social movement, migration to the capital region could be examined in the push factors and the selective migrant characteristics from the out-migration region. Their relative importance reveals that age and education level are important in almost all years, but the importance of the percentage of manufacturing sector and rural/urban region moves to the years of education, the percentage of unskilled occupation and manufacturing sector and unemployment ratio recently. Since the brain drain has been occurring under the highly unbalanced regional development in Korea, the results suggest that regional human capital investment should be accompanied with enlarging quality employment opportunities to reap the benefits.

  • PDF

Preliminary Study on the Reproduction of Dissolved Oxygen Concentration in Jinhae Bay Based on Deep Learning Model (딥러닝 모형 기반 진해만 용존산소농도 재현을 위한 기초연구)

  • Park, Seongsik;Kim, Kyunghoi
    • Journal of the Korean Society of Marine Environment & Safety
    • /
    • v.28 no.2
    • /
    • pp.193-200
    • /
    • 2022
  • We conducted a case study to determine the optimal model parameters and predictors of Long Short-Term Memory (LSTM) for the reproduction of dissolved oxygen (DO) concentration in Jinhae Bay. The model parameter case study indicated the lowest accuracy when the Hidden node=10, Epoch=100. This was caused by underfitting of machine learning. The accuracy increased as the Hidden node and Epoch increased. The accuracy was the highest when the Hidden node=80 and Epoch=100 with R2=0.99. In the bottom DO reproduction of Step 1 of the predictors case study, accuracy was highest when the water temperature was used as a predictor with R2=0.81. In Step 2, The R2 value increased up to 0.92 when the water temperature and SiO2 were used as a predictor. This was caused by a high correlation between the bottom DO and SiO2 concentrations. Consequently, we determined the optimal model parameters and predictors of LSTM for the reproduction of DO concentration in Jinhae Bay.

Regional Frequency Analysis using Nonparametric Kernel Function (비매개변수적 Kernel Function을 이용한 지역빈도해석)

  • Moon, Young-Il;Oh, Tae-Suk;Kim, Jong-Suk;Jeong, Min-Su
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2006.05a
    • /
    • pp.1492-1496
    • /
    • 2006
  • 수공구조물의 설계에 있어 가중 중요한 변수 중에 하나가 확률 강우량이다. 우리나라의 경우 매개변수적인 지점빈도해석을 통해 확률 강우량을 산정하고 있으나, 최근 들어 지점별 관측자료의 부족으로 인한 지역빈도해석을 수행하여 확률강우량을 산정하고 있는 실정이다. Index Flood 기법이나 L-moment 기법과 같은 기존의 지역빈도해석은 여러 관측 지점에서 관측된 강우자료를 이용하여 매년최대 시간강우량 자료를 추출하여 동질성 분석을 통해 이질성이 없는 것으로 분석된 연최대 강우량을 빈도해석 하여 확률 강우량을 결정한다. 그러나 이와 같은 지역빈도해석은 매개변수적 지점빈도해석과 마찬가지로 적합도 검정에 통과한 다수의 분포형이 선정되는 경우에 어떤 분포형을 사용하느냐 하는 문제점이 발생할 수 있다. 그리고 선정된 여러 강우 관측 지점의 연최대 강우량 자료에 모두 동일한 확률 분포형을 이용하므로 선정된 확률 분포형이 모든 지점의 강우 자료와 적합하지 못할 가능성을 내포하고 있으며, 또한 수문자료가 여러가지 요인으로 인하여 복합분포(mixed distribution)형태를 가질 때, 매개변수적 해석방법으로는 다중 첨두를 갖는 확률밀도함수를 해석하는데는 여러 가지 어려움이 따른다. 따라서 이러한 매개변수적 확률분포형을 이용한 빈도해석의 문제점을 해결할 수 있는 비매개변수적 빈도해석이 하나의 대안으로 제시될 수 있다. 본 연구에서는 강우자료의 선별을 통해 신뢰성 있는 자료를 구축하고, 기존의 매개변수를 갖는 확률 분포형을 이용한 지역빈도해석을 적용하여 확률 강우량을 산정하였다. 그리고 동질성분석을 통해 선정된 강우자료에 대해 비매개변수적 지역빈도해석을 적용하여 확률 강우량을 산정하고 각각의 방법에 대한 빈도해석 결과를 비교하여 확률강우량 해석에 있어 하나의 대안을 제시하고자 한다.X>${\mu}_{max,A}$는 최대암모니아 섭취률을 이용하여 구한 결과 $0.65d^{-1}$로 나타났다.EX>$60%{\sim}87%$가 수심 10m 이내에 분포하였고, 녹조강과 남조강이 우점하는 하절기에는 5m 이내에 주로 분포하였다. 취수탑 지점의 수심이 연중 $25{\sim}35m$를 유지하는 H호의 경우 간헐식 폭기장치를 가동하는 기간은 물론 그 외 기간에도 취수구의 심도를 표층 10m 이하로 유지 할 경우 전체 조류 유입량을 60% 이상 저감할 수 있을 것으로 조사되었다.심볼 및 색채 디자인 등의 작업이 수반되어야 하며, 이들을 고려한 인터넷용 GIS기본도를 신규 제작한다. 상습침수지구와 관련된 각종 GIS데이타와 각 기관이 보유하고 있는 공공정보 가운데 공간정보와 연계되어야 하는 자료를 인터넷 GIS를 이용하여 효율적으로 관리하기 위해서는 단계별 구축전략이 필요하다. 따라서 본 논문에서는 인터넷 GIS를 이용하여 상습침수구역관련 정보를 검색, 처리 및 분석할 수 있는 상습침수 구역 종합정보화 시스템을 구축토록 하였다.N, 항목에서 보 상류가 높게 나타났으나, 철거되지 않은 검전보나 안양대교보에 비해 그 차이가 크지 않은 것으로 나타났다.의 기상변화가 자발성 기흉 발생에 영향을 미친다고 추론할 수 있었다. 향후 본 연구에서 추론된 기상변화와 기흉 발생과의 인과관계를 확인하고 좀 더 구체화하기 위한 연구가 필요할 것이다.게 이루어질 수 있을 것으로 기대된다.는 초과수익률이 상승하지만, 이후로는 감소하므로, 반전거래전략을 활용하는 경우 주식투자기간은 24개월이하의 중단기가 적합함을 발견하였다. 이상의 행태적 측면과 투자성과측면의 실증결과를 통하여 한국주식시장에 있어서 시장수익률을 평균적으로 초과할 수 있는 거래전

  • PDF

Regionalization of rainfall-runoff model parameters based on the correlation of regional characteristic factors (지역특성인자의 상호연관성을 고려한 강우-유출모형 매개변수 지역화)

  • Kim, Jin-Guk;Sumyia, Uranchimeg;Kim, Tae-Jeong;Kwon, Hyun-Han
    • Journal of Korea Water Resources Association
    • /
    • v.54 no.11
    • /
    • pp.955-968
    • /
    • 2021
  • A water resource plan is routinely based on a natural flow and can be estimated using observed streamflow data or a long-term continuous rainfall-runoff model. However, the watershed with the natural flow is very limited to the upstream area of the dam. In particular, for the ungauged watershed, a rainfall-runoff model is established for the gauged watershed, and the model is then applied to the ungauged watershed by transferring the associated parameters. In this study, the GR4J rainfall-runoff model is mainly used to regionalize the parameters that are estimated from the 14 dam watershed via an optimization process. In terms of optimizing the parameters, the Bayesian approach was applied to consider the uncertainty of parameters quantitatively, and a number of parameter samples obtained from the posterior distribution were used for the regionalization. Here, the relationship between the estimated parameters and the topographical factors was first identified, and the dependencies between them are effectively modeled by a Copula function approach to obtain the regionalized parameters. The predicted streamflow with the use of regionalized parameters showed a good agreement with that of the observed with a correlation of about 0.8. It was found that the proposed regionalized framework is able to effectively simulate streamflow for the ungauged watersheds by the use of the regionalized parameters, along with the associated uncertainty, informed by the basin characteristics.

Sensitivity Analysis of Input Parameters in Slope Stability Analysis (사면 안정해석에 적용되는 입력 인자들의 민감도 분석)

  • Baek Yong;Bae Gyu-Jin;Kwon O-Il;Chang Soo-Ho;Koo Ho-Bon
    • Journal of the Korean Geotechnical Society
    • /
    • v.21 no.5
    • /
    • pp.75-82
    • /
    • 2005
  • Shear strength parameters obtained from field tests are important factors in the analysis of slope stability. In this paper, sensitivity analysis was performed to evaluate the effect of input parameters on the analysis of slope stability. The input parameters selected for sensitivity analysis were slope angle, cohesion, and friction angle. Monte-Carlo Simulation method was to estimate input parameters for sensitivity analysis in slope stability, and the limit equilibrium method was used to calculate the factor of safety of slope stability. A rock slope, failed in the field, was used for the sensitivity analysis of input parameters in the analysis of slope stability. The result of analysis shows that the factor of safety of the rock slope was a little low. From partial correlation coefficient (PCC) of input parameters from the sensitivity analysis, slope stability was dependant mainly on cohesion and slope angle. The effect of friction angle was smaller than those of cohesion and slope angle on slope stability.