• Title/Summary/Keyword: 다중회귀분석식

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Process Optimization Using Regression Analysis of Distillation Processes for the Recovery of Propylene Glycol Monomethyl Ether Acetate (PGMEA) Containing Waste Organic Solvent (폐액 중 프로필 글리콜 모노메틸 에테르 아세테이트(PGMEA) 회수하는 증류공정에서 회귀분석을 이용한 공정 최적화)

  • Choi, Yong-Seok;Byun, Hun-Soo
    • Korean Chemical Engineering Research
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    • v.53 no.2
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    • pp.181-192
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    • 2015
  • The aim of this study is to obtain optimum process condition for using two tower distribution to recycle the waste Propylene Glycol Monomethyl Ether Acetate (PGMEA) that is formed after washing LCD. The optimum process condition for the content of PGMEA, which is dependent variable, at 1st distillation was calculated according to Bottom temperature (BTM temperature), Reflux amount, Feed amount, Feed temperatures, and the optimum process conditions and optimum factors for the content of PGMEA at 2nd distillation according to Bottom temperature (BTM temperature), Reflux amount, Feed amount, Feed temperatures. At 1st distillation, Reflux amount, Feed amount, and Feed temperature are significant variables. However, it is found that the BTM temperature range is not significant in the range of process condition used in this study. The optimum process conditions are based on $5700{\ell}$ of Feed amount, $2500{\ell}$ of Reflux amount, $165^{\circ}C$ of BTM temperature, and $130^{\circ}C$ of Feed temperature. For the this condition, the predicted content of PGMEA was calculated as 92.12~94.62%. Significant factors at 2nd distillation are Reflux amount, Feed amount, and BTM temperature. Multicollinearity is between Reflux amount and BTM temperature. BTM was omitted in the multiple regression equation because there is a strong positive correlation between Reflux amount and BTM temperature. Base on $199^{\circ}C$ of BTM temperature, The optimum process conditions are based on $4275{\ell}$ of Feed amount, $6200{\ell}$ of Reflux amount and $130^{\circ}C$ of Feed temperature. In this condition, the predicted content of PGMEA was calculated as 99.0~99.5%.

Empirical equation for estimating specific sediment of the multipurpose dams in Korea (국내 주요 다목적댐의 비퇴사량 산정을 위한 경험공식)

  • Lee, Jinwook;Paik, Kyungrock;Yoo, Chulsang
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.412-427
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    • 2016
  • 댐의 건설은 자연하천에서 퇴적과 침식의 유사 순환과정에 영향을 주고 저수지 퇴사(reservoir sedimentation)를 야기한다. 이러한 현상은 댐의 건설 이후 장기간 축적되면서 이수와 취수에 대한 영향을 가져오기 때문에 댐 관리와 설계를 위해 정확한 추정이 필요하다. 퇴사량을 산정하는 방법에는 실측자료를 방법과 실제 유사량 자료를 이용하는 방법 그리고 경험공식을 이용하는 방법 등이 있으나, 가용한 자료의 부족으로 주로 경험 공식에 의존하고 있다. 이에 본 연구에서는 국내 대규모 다목적댐에 적합한 비퇴사량 산정 경험 공식을 제안하고자 하였다. 이를 위해 먼저 기존의 공식을 조사 및 검토하여 비퇴사량에 영향을 미칠 만한 여러 인자들을 선정하였다. 총 8개 국내 대규모 다목적댐의 비퇴사량 자료와 제원을 이용하여 다중 회귀분석을 실시하여 최종적인 식을 제안하였다. 그 결과, 대규모 다목적댐의 비퇴사량에 영향을 미치는 인자로 연평균 강우량(P, mm),연평균 유입량(I, cms), 유역 평균경사(S, %),저수지 길이(L, km),저수용량/유역면적(C/A, $m^3/km^2$)을 채택하였으며, 제안된 식을 이용하여 산정한 비퇴사량과 실측 비퇴사량의 상관계수와 결정계수는 각각 0.985, 0.970으로 확인되었다. 아울러, 다중 공선성 분석에서도 모두 일반적인 기준치를 범위 안에 존재함을 확인하면서, 선정된 독립변수들이 통계적으로 유의함을 확인하였다. 허나, 가용 자료의 부족과 불확실성으로 인해 여전히 한계점이 존재한다. 충분한 비퇴사량 실측 자료가 구축된다면, 보다 신뢰도 높고 발전된 형태의 경험 공식의 제안이 가능할 것이다.

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Study on the Relationship between Sexual Knowledge, Contraceptive Attitude and Gender Susceptibility of Nursing Students (간호대학생들의 성지식 및 피임태도와 성인지 감수성과의 관련성에 대한 연구)

  • Cho, Young-Mi;Lee, Joo-yeon
    • Journal of Digital Convergence
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    • v.18 no.9
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    • pp.221-228
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    • 2020
  • The purpose of this study is to examine the relationship between the sexual knowledge and contraceptive attitude and gender sensitivity of the nursing students. The data were collected from 169 nursing students from November 2019 to December 2019 at U city and analyzed using descriptive statistics, t-test, ANOVA, Scheffe test, Pearson's correlation analysis, and multiple regression. As a result of this study, the contraceptive attitude of nursing students showed a positive relationship with gender sensitivity(r=0.357, p<0.001), and it was the factor that affected gender sensitivity(β=0.356, p<0.001). Therefore, it is necessary to make and apply the programs to enhance the gender sensitivity for the nursing students, and the college and the government supports are required to increase the contraceptive attitude.

Use of Spectrophotometry for Quantitative Determination of Soil Clay Content (분광광도계를 이용한 점토함량 분석)

  • Park, Soon-Nam;Kim, Kye-Hoon;Kang, Ji-Young
    • Applied Biological Chemistry
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    • v.48 no.2
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    • pp.183-188
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    • 2005
  • This study was conducted to develop a method for the quantitative determination of soil clay content by spectophotometry. The optimum wavelength obtained with reference clay minerals for spectrophotometry was 500 nm. For the proposed spectrophotometry, 0.5 g of soil sample was put in the 250 ml Erlenmeyer flask and 100 ml dispersing agent was added. After shaking the flask at 130 rpm with a mechanical shaker overnight, the flask was removed from the shaker and was shaken up-and-down for 30 seconds. With a micro-pipet, 4 ml of the suspension was transferred into the previously-inserted cell and the absorbance was measured instantly. Results by the spectrophotometry for clay content analysis were compared with those by the conventional sedimentation technique (the pipet method). The proposed equation was $y\;=\;38.03x_1-0.17x_2-1.17$, where y, $x_1$, and $x_2$ were clay content (%) by the pipet method, water content corrected clay content (%) by spectrophotometry, and organic matter content ($g{\cdot}kg^{-1}$), respectively. The regression coefficient for the equation was $r\;=\;0.984^{**}$, indicating highly significant correlation between the results of the two methods.

A Causation Study for car crashes at Rural 4-legged Signalized Intersections Using Nonlinear Regression and Structural Equation Methods (비선형 회귀분석과 구조방정식을 이용한 지방부 4지 신호교차로의 사고요인분석)

  • Oh, Ju Taek;Kweon, Ihl;Hwang, Jeong Won
    • Journal of Korean Society of Transportation
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    • v.31 no.1
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    • pp.65-76
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    • 2013
  • Traffic accidents at signalized intersections have been increased annually so that it is required to examine the causation to reduce the accidents. However, the current existing accident models were developed mainly by using non-linear regression models such as Poisson methods. These non-linear regression methods lack to reveal the complicated causation for traffic accidents, though they are the right choice to study randomness and non-linearity of accidents. Therefore, it is required to utilize another statistical method to make up for the lack of the non-linear regression methods. This study developed accident prediction models for 4 legged signalized intersections with Poisson methods and compared them with structural equation models. This study used structural equation methods to reveal the complicated causation of traffic accidents, because the structural equation method has merits to explain more causational factors for accidents than others.

Simplification of Multiple Stage-Discharge Curves by Using Probability Distribution Curve (확률 분포 곡선을 이용한 다중 수위-유량 곡선 단순화)

  • Kim, Tae Jin;Kim, Jung Ho
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.284-284
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    • 2018
  • 대부분의 물분쟁의 경우 강 또는 호수를 공유하고 있는 국가 간에 발생하고 있으며 국내에도 제한된 물로 인하여 다양한 지역에서 물 분쟁이 발생하고 있다. 이렇듯 물 부족으로 인한 물분쟁 현상은 점차 심화되고 있으며 특히 강을 공유하고 있는 인접지역에서 발생할 가능성이 높아지고 있다. 본 연구에서 Water Rights Analysis Package (WRAP) 모델의 국내 적용을 위한 기초자료 구축단계로서 수위별로 되어 있는 수위-유량 관계 곡선식을 단순화하여 자연하천유량 산정을 위한 절차를 간편화하였다. 첫째, 확률 분포곡선을 이용한 수위 자료 구간별 구분; 둘째, 구분된 수위 자료에 대한 회귀 분석 실시; 셋째, 실측 유량 자료 및 모의 유량 자료를 이용한 신뢰도 산정 및 비교를 통한 본 연구결과에 대한 타당성 검토를 수행하였다.

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Development of cascade refrigeration system using R744 and R404A - Prediction and comparison on maximum COP(Coefficient of Performance) - (R744-R404A용 캐스케이드 냉동시스템 개발에 관한 연구(2) - 최대 성능계수에 관한 예측과 비교 -)

  • Oh, Hoo-Kyu;Son, Chang-Hyo
    • Journal of Advanced Marine Engineering and Technology
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    • v.35 no.2
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    • pp.189-195
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    • 2011
  • In this paper, prediction and comparison on COP(coefficient of performance) of R744-R404A cascade refrigeration system are presented to offer the basic design data for the operating parameters of the system. The operating parameters considered in this study include subcooling and superheating degree, compressor efficiency, and condensing and evaporating temperature in the R404A high- and R744 low-temperature cycle, respectively. The main results were summarized as follows : The prediction for performance of R744-R404A cascade refrigeration system have been proposed through multiple regression analysis and compared with other researcher's correlations. As a result, prediction proposed in the study shows disagreement with existing equations. Therefore, it is necessary to propose the more accurate correlation predicting the COP of R744-R404A cascade refrigeration system through an addition experiments.

Models for Predicting Hoisting Times of Tower Crane in the High-rise Building Construction (고층건축공사 타워크레인 양중시간 예측모델)

  • Lee Jong-Ryou;Jeon Yong-Seok;Park Chan-Sik
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2004.11a
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    • pp.472-475
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    • 2004
  • The objective of this study is to develope reasonably accurate prediction models to assess hoisting times of tower cranes in the high-rise building construction. The efficient use of the tower crane is critical to achieving the Planned floor cycle time. This research describes the derivation of mathematical models to predict the hoisting times in using a tower crane. 28 factors such as nature of load, characteristics of tower cranes, hoisting movements, operation of cranes, weather conditions and so on is considered to influence hoisting times. In order to develop the predicting hoisting times Correctly, it is divided hoisting upward and downward. Then multiple regression models for predicting supply and return hoisting times have been built up separately.

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Effects of self esteem, dietary self-efficacy and life stress on dietary behavior of female nursing students (간호여대생의 자아존중감, 식이 자기효능감, 생활스트레스가 식행동에 미치는 영향)

  • Choi, Sook Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.6
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    • pp.366-374
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    • 2017
  • This study was conducted to explore the degree of female nursing student's dietary behavior, self esteem, dietary self-efficacy, life stress and the factors influencing dietary behavior of those surveyed. A total of 422 female nursing students in B, C city were surveyed. The data were collected between May 15 and 30 of 2016 and analyzed by a t-test, ANOVA, Pearson's correlation coefficients, and multiple regression analysis using SPSS WIN/21.0. The mean score of dietary behavior was $3.01{\pm}0.49$. In addition, there were significant differences in dietary behavior with respect to grade(F=4.823, p=0.008), residential type(F=6.067, p<.001), academic grade(F=3.907, p=0.021), health status(F=7.975, p<0.001), and degree of health concern(F=4.189, p=0.016). Moreover, there were negative correlations between dietary behavior and self esteem(r=-.238, p<0.001), and dietary self-efficacy(r=-0.438, p<0.001), while there was a positive correlation between dietary behavior and life stress(r=0.194, p<0.001). Regression analysis showed 26.7% of variance in female nursing student's dietary behavior can be explained by dietary self-efficacy, life stress, residental type, and degree of health concern. A follow-up survey investigating various factors influencing female nursing student's dietary behavior is needed and increased dietary behavior education and programs are required.

Load Distribution Factors for Two-Span Continuous I-Girder Bridges (2경간 연속 I-형교의 하중분배계수)

  • Back, Sung Yong;Shin, Gi Su
    • Journal of Korean Society of Steel Construction
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    • v.19 no.2
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    • pp.233-245
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    • 2007
  • Previous finite element studies have shown that AASHTO Standard load distribution factor (LDF) equations appear to be conservative for longer spans and larger girder spacing, but too permissible for short spans and girder spacing. AASHTO LRFD specification defines the distribution factor equation for girder spacing, span length, slab thickness, and longitudinal stiffness. However, this equation requires an iterative procedure to correctly determine the LDF value due to an initially unknown longitudinal stiffness parameter. This study presents a simplified LDF equation for interior and exterior girders of two-span continuous I-girder bridges that does not require an iterative design procedure. The finite element method was used to investigate the effect of girder spacing, span length, slab thickness, slab width, and spacing and size of bracing. The computer program, GTSTRUDL, was used to idealize the bridge superstructures as the eccentric beam model, the concrete slab by quadrilateral shell elements, steel girders by space frame members, and the composite action between these elements by rigid links. The distribution factors obtained from these analyses were compared with those from the AASHTO Standard and LRFD methods. It was observed through the parametric studies that girder spacing, span length, and slab thickness were the dominant parameters compared with others. The LRFD distribution factor for the interior girder was found to be conservative in most cases, whereas the factor for the exterior girder to be unconservative in longer spans. Furthermore, a regression analysis was performed to develop simplified LDF formulas. The formulas developed in this study produced LDF values that are always conservative to those from the finite element method and are generally smaller than the LDF values obtained from the AASHTO LRFD specification. The proposed simplified equation will assist bridge engineers in predicting the actual LDF in two-span continuous I-girder bridges.