• 제목/요약/키워드: Modeling correlation coefficient

검색결과 162건 처리시간 0.027초

Coloration behaviors of phthalocyanine reactive dye on nylon substrates: experiments, empirical modeling and statistical analysis

  • Kim, Byung-Soon;Ravikumar, K.;Yoon, Seok-Han;Son, Young-A
    • 한국염색가공학회지
    • /
    • 제19권2호
    • /
    • pp.14-23
    • /
    • 2007
  • This research article explores the use of phthalocyanine reactive dye on nylon substrate. The effect of factors such as pH, temperature, liquor ratio and alkali addition on level of dye exhaustion, fixation and total fixation efficiency. Low pH, high temperature and low liquor ratio were found to be suitable conditions for maximum % exhaustion values. The effect of sulphatoethylsulphone(SES) and vinylsulphone(VS) form of the dyes on level of dye fixation was also discussed. The optimized exhaustion (%E), fixation(%F) and total fixation efficiency were determined. Modification of the dyeing process with alkali addition displayed that dye fixation(%) increased by alkali addition. Vinylsulphone(VS) moiety of the dye was found to be superior to. maximum fixation (%F). Appropriate predictable empirical models, relatively a new approach in dyeing processes, were developed incorporating interactions effects of temperature, pH and liquor ratio for predicting % exhaustion, fixation and total fixation efficiency. The significance of the mathematical model developed was ascertained using microsoft excel regression(solver) analysis module. High correlation coefficient was obtained (R2=0.9895 for % exhaustion, R2=0.9932 for fixation, R2=0.9965 for total fixation efficiency) for the model which shows prominent prediction capacity of the model for my conditions. The predictable polynomial equations developed from tile experimental results were thoroughly analyzed by ANOVA (Analysis of Variance) statistical concepts.

텍스트마이닝을 활용한 정보보호 키워드 기반 소셜미디어 빅데이터 분석 (Social Media Bigdata Analysis Based on Information Security Keyword Using Text Mining)

  • 정진명;박영호
    • 한국산업정보학회논문지
    • /
    • 제27권5호
    • /
    • pp.37-48
    • /
    • 2022
  • 디지털 기술의 발전으로 사회적 이슈들이 SNS와 같은 디지털 기반 플랫폼을 통해서 소통되고 여론을 형성하기도 한다. 본 연구에서는 소셜미디어를 통해서 공유되고 있는 정보보호 이슈관련 여론을 살펴보기 위하여 대표적인 단문 소셜네트워크서비스인 트위터 빅데이터 분석을 진행하였다. 2021년 1년간 14개 정보보호 관련 키워드를 중심으로 데이터를 수집한 후, 데이터마이닝 기술을 활용하여 용어 빈도(TF)분석과 피어슨 계수를 활용한 상관분석을 통해 키워드간의 상관관계를 밝혔다. 또한 잠재적 확률기반 LDA 토픽모델링을 실시하여 정보보호분야에 많은 관심을 받았던 6개의 주요 토픽을 도출하였다. 이러한 결과는 관련 산업의 전략수립이나, 정부 정책수립 시 주요 키워드를 도출하는 기초데이터로 활용될 수 있을 것으로 기대된다.

3D FE modeling and parametric analysis of steel fiber reinforced concrete haunched beams

  • Al Jawahery, Mohammed S.;Cevik, Abdulkadir;Gulsan, Mehmet Eren
    • Advances in concrete construction
    • /
    • 제13권1호
    • /
    • pp.45-69
    • /
    • 2022
  • This paper investigates the shear behavior of reinforced concrete haunched beams (RCHBs) without stirrups. The research objective is to study the effectiveness of the ideal steel fiber (SF) ratio, which is used to resist shear strength, besides the influence of main steel reinforcement, compressive strength, and inclination angles of the haunched beam. The modeling and analysis were carried out by Finite Element Method (FE) based on a software package, called Atena-GiD 3D. The program of this study comprises two-part. One of them consists of nine results of experimental SF RCHBs which are used to identify the accuracy of FE models. The other part comprises 81 FE models, which are divided into three groups. Each group differed from another group by the area of main steel reinforcement (As) which are 226, 339, and 509 mm2. The other parameters which are considered in each group in the same quantities to study the effectiveness of them, were steel fiber volumetric ratios (0.0, 0.5, and 1.0)%, compressive strength (20.0, 40.0, 60.0) MPa, and the inclination angle of haunched beam (0.0°, 10.0°, and 15.0°). Moreover, the parametric analysis was carried out on SF RCHBs to clarify the effectiveness of each parameter on the mechanical behavior of SF RCHBs. The results show that the correlation coefficient (R2) between shear load capacities of FE proposed models and shear load capacities of experimental SF RCHBs is 0.9793, while the effective inclination angle of the haunched beam is 10° which contributes to resisting shear strength, besides the ideal ratio of steel fibers is 1% when the compressive strength of SF RCHBs is more than 20 MPa.

New energy partitioning method in essential work of fracture (EWF) concept for 3-D printed pristine/recycled HDPE blends

  • Sukjoon Na;Ahmet Oruc;Claire Fulks;Travis Adams;Dal Hyung Kim;Sanghoon Lee;Sungmin Youn
    • Geomechanics and Engineering
    • /
    • 제33권1호
    • /
    • pp.11-18
    • /
    • 2023
  • This study explores a new energy partitioning approach to determine the fracture toughness of 3-D printed pristine/recycled high density polyethylene (HDPE) blends employing the essential work of fracture (EWF) concept. The traditional EWF approach conducts a uniaxial tensile test with double-edge notched tensile (DENT) specimens and measures the total energy defined by the area under a load-displacement curve until failure. The approach assumes that the entire total energy contributes to the fracture process only. This assumption is generally true for extruded polymers that fracture occurs in a material body. In contrast to the traditional extrusion manufacturing process, the current 3-D printing technique employs fused deposition modeling (FDM) that produces layer-by-layer structured specimens. This type of specimen tends to include separation energy even after the complete failure of specimens when the fracture test is conducted. The separation is not relevant to the fracture process, and the raw experimental data are likely to possess random variation or noise during fracture testing. Therefore, the current EWF approach may not be suitable for the fracture characterization of 3-D printed specimens. This paper proposed a new energy partitioning approach to exclude the irrelevant energy of the specimens caused by their intrinsic structural issues. The approach determined the energy partitioning location based on experimental data and observations. Results prove that the new approach provided more consistent results with a higher coefficient of correlation.

Landslide risk zoning using support vector machine algorithm

  • Vahed Ghiasi;Nur Irfah Mohd Pauzi;Shahab Karimi;Mahyar Yousefi
    • Geomechanics and Engineering
    • /
    • 제34권3호
    • /
    • pp.267-284
    • /
    • 2023
  • Landslides are one of the most dangerous phenomena and natural disasters. Landslides cause many human and financial losses in most parts of the world, especially in mountainous areas. Due to the climatic conditions and topography, people in the northern and western regions of Iran live with the risk of landslides. One of the measures that can effectively reduce the possible risks of landslides and their crisis management is to identify potential areas prone to landslides through multi-criteria modeling approach. This research aims to model landslide potential area in the Oshvand watershed using a support vector machine algorithm. For this purpose, evidence maps of seven effective factors in the occurrence of landslides namely slope, slope direction, height, distance from the fault, the density of waterways, rainfall, and geology, were prepared. The maps were generated and weighted using the continuous fuzzification method and logistic functions, resulting values in zero and one range as weights. The weighted maps were then combined using the support vector machine algorithm. For the training and testing of the machine, 81 slippery ground points and 81 non-sliding points were used. Modeling procedure was done using four linear, polynomial, Gaussian, and sigmoid kernels. The efficiency of each model was compared using the area under the receiver operating characteristic curve; the root means square error, and the correlation coefficient . Finally, the landslide potential model that was obtained using Gaussian's kernel was selected as the best one for susceptibility of landslides in the Oshvand watershed.

결혼이주여성의 문화적응스트레스와 부부 적응: 자아탄력성의 매개효과 및 조절효과를 중심으로 (Acculturative Stress and Marital Adjustment among Marriage Migration Females: Focusing on the Mediating and Moderating Effects of Ego-Resilience)

  • 김현숙;김희재;최송식
    • 가족자원경영과 정책
    • /
    • 제14권2호
    • /
    • pp.153-176
    • /
    • 2010
  • The purpose of this study was to investigate the relationship between marriage migration females' acculturative stress and marital adjustment, especially the mediating and moderating effects of ego-resilience. The structural equation models were tested by setting marriage migration females' acculturative stress as a prediction variable, their marital adjustment as an outcome variable and their ego-resilience as mediator and moderator variables. The sample consisted of 172 marriage migration females from Busan. I analyzed the data using correlation analysis in order to discover the correlation coefficient of those variables among acculturative stress, ego-resilience and marital adjustment. I used the structural equation model (SEM) for investigating the relationship among acculturative stress, ego-resilience and marital adjustment and for investigating the mediating effects of ego-resilience. I also used multiple group analysis and two way ANOVA to investigate the moderating effects of ego-resilience. The results of structural equation modeling were as follows: first, it was proved that ego-resilience was exerted as a mediating variable, because acculturative stress appeared to affect marital adjustment in relation to ego-resilience. Therefore, marital adjustment was evident when ego-resilience was low. Second, it was proved that ego-resilience was exerted as a moderating variable, because those with low ego-resilience experienced high acculturative stress and low marital adjustment, and those with high ego-resilience experienced low acculturative stress and high marital adjustment. Such findings point out the importance of considering personal characteristics, like ego-resilience, in the relationship between acculturative stress and marital adjustment.

  • PDF

저수지 관개지구의 농업용수 회귀 특성 분석 (Characteristics of Irrigation Return Flow in a Reservoir Irrigated District)

  • 송정헌;송인홍;김진택;강문성
    • 한국농공학회논문집
    • /
    • 제57권1호
    • /
    • pp.69-78
    • /
    • 2015
  • The objective of this study was to investigate characteristics of irrigation return flow from paddy block in a reservoir irrigated district during growing seasons. The irrigation return flow was divided into three parts, quick return flow from irrigation canal (RFI), quick return flow from drainage canal (RFD), and delayed return flow (DRF). The RFI was calculated from water level and stage-discharge relationships at the ends of the irrigation canals. The DRF was estimated using measured infiltration amount from paddy fields of the irrigated district. A combined monitoring and modeling method was used to estimate the RFD by subtracting surface runoff from surface drainage. The paddy block irrigated from the Idong reservoir was selected to study the irrigation return flow components. The results showed that daily agricultural water supply (AWS), the RFI, and the RFD were $27.4mm\;day^{-1}$, $4.9mm\;day^{-1}$, and $19.8mm\;day^{-1}$, respectively in May, which were greater than other months (p<0.05). The return flow ratio of the RFI and the RFD were the greatest in July (34.6%) and May (72.3%), respectively. The daily AWS was closely correlated with the RFD (correlation coefficients of 0.76~0.86) in except for July with, while correlation coefficient with the RFI were 0.56 and 0.42 in June and July, respectively (p<0.01). The total irrigation return flow was 1,965 mm in 2011, and 1,588 mm in 2012, resulting in total return flow ratio of 84.6% and 79.1%, respectively. This results indicate that substantial amounts of agricultural water were returned to streams as irrigation return flow. Thus, irrigation return flow should be fully considered into the agricultural water resources planning in Korea.

Differences in 25-hydroxy vitamin D and vitamin D-binding protein concentrations according to the severity of endometriosis

  • Baek, Jong Chul;Jo, Jae Yoon;Lee, Seon Mi;Cho, In Ae;Shin, Jeong Kyu;Lee, Soon Ae;Lee, Jong Hak;Cho, Min-Chul;Choi, Won Jun
    • Clinical and Experimental Reproductive Medicine
    • /
    • 제46권3호
    • /
    • pp.125-131
    • /
    • 2019
  • Objective: To investigate serum 25-hydroxyl vitamin D (25(OH)D) and vitamin D-binding protein (VDBP) concentrations in women with endometriosis according to the severity of disease. Methods: Women with mild endometriosis (n = 9) and advanced endometriosis (n = 7), as well as healthy controls (n = 16), were enrolled in this observational study. Serum total 25(OH)D concentrations were analyzed using the Elecsys vitamin D total kit with the Cobas e602 module. Concentrations of bioavailable and free 25(OH)D were calculated. Concentrations of VDBP were measured using the Human Vitamin D BP Quantikine ELISA kit. Variables were tested for normality and homoscedasticity using the Shapiro-Wilk test and Leven F test, respectively. Correlation analysis was used to identify the variables related to total 25(OH)D and VDBP levels. To assess the effects of total 25(OH)D and VDBP levels in the three groups, multivariate generalized additive modeling (GAM) was performed. Results: Gravidity and parity were significantly different across the three groups. Erythrocyte sedimentation rate (ESR) and CA-125 levels increased as a function of endometriosis severity, respectively (p= 0.051, p= 0.004). The correlation analysis showed that total 25(OH)D levels were positively correlated with gravidity (r = 0.59, p< 0.001) and parity (r = 0.51, p< 0.003). Multivariate GAM showed no significant relationship of total 25(OH)D levels with EMT severity after adjusting for gravidity and ESR. However, the coefficient of total 25(OH)D levels with gravidity was significant (1.87; 95% confidence interval, 0.12-3.63; p= 0.040). Conclusion: These results indicate that vitamin D and VDBP levels were not associated with the severity of endometriosis.

GPR 수치해석을 위한 지반 모형의 합리적인 모델링 기법 및 분석법 제안 (A Rational Ground Model and Analytical Methods for Numerical Analysis of Ground-Penetrating Radar (GPR))

  • 이상연;송기일;박준호;류희환;권태혁
    • 한국지반공학회논문집
    • /
    • 제40권4호
    • /
    • pp.49-60
    • /
    • 2024
  • 지표투과레이더(Ground Penetrating Radar, GPR)는 빠른 탐사 속도로 광범위한 지역의 정보를 획득할 수 있으나, 데이터 해석에는 전문적인 지식이 필요하다. 많은 연구에서 다양한 조건과 상황에서 GPR 신호 특성을 분석하기 위해 수치해석 기법을 도입해왔다. 보다 현실적인 수치 모델을 구성하기 위해서는 지반의 불균질한 특성을 고려해야 한다. 지반의 불균질한 특성으로 인해 클러터(Clutter)가 발생하며, 클러터는 송신된 신호가 목표가 아닌, 다른 물체에 의해 반사되어 수신되는 신호를 의미한다. Peplinski 재료 모델과 프랙탈 기법은 이러한 불균질한 특성을 모사할 수 있지만, 입력 매개변수에 대한 연구가 부족하다. 또한, 현장 데이터와 해석 데이터의 유사성을 정량적으로 평가할 수 있는 방법도 확립되지 않았다. 본 연구에서는 현장 데이터의 자기상관 계수를 계산하고 자기상관 함수를 통해 상관 거리를 산출하였다. 상관 거리는 데이터가 유사성을 보이는 시간적 혹은 공간적 거리를 의미한다. 현장 데이터의 상관 거리와 프랙탈 가중치를 적용한 해석 모델의 상관 거리를 비교하여 불균질 지반에 대한 수치해석 모델을 정량적으로 평가하였다. 본 연구를 통해 현장의 클러터 특성을 반영한 수치 모델링 기법을 제시하였다.

공간정보 모델링을 이용한 원전 사고의 환경 영향 평가: 체르노빌 사례연구 (Environmental Impact Assessment of Nuclear Power Plant Accident using Spatial Information Modeling: A Case Study of Chernobyl)

  • 이상원;송아람;박노욱
    • 대한원격탐사학회지
    • /
    • 제28권1호
    • /
    • pp.129-143
    • /
    • 2012
  • 이 논문은 1986년에 발생한 체르노빌 원전 사고 사례연구를 통해 환경 모니터링과 영향 평가를 위한 고급 공간정보 모델링 기술의 유용성을 예시하였다. 사고지점 주변에서 1986년과 1992년에 촬영된 Landsat TM 영상자료를 대상으로 선분류 후비교법을 적용하여 변화가 크게 일어난 지역과 토지피복 변화 양상을 분석하였다. 그리고 이 사고의 가장 큰 피해지역으로 알려진 벨로루시 지역을 대상으로 다양한 크리깅 기법을 포함한 공간 모델링 기법을 적용하여 토양 내 세슘 농도와 갑상선 암 발병률 자료와의 상관성을 분석하였다. 변화 탐지 결과, 농경지 면적의 감소와 황무지 면적의 증가가 가장 뚜렷하게 나타났고, 방사능 오염의 확산을 막기 위한 콘크리트 구조물들이 새롭게 생겨난 것을 확인할 수 있었다. 벨로루시 지역의 영향평가 결과, 세슘 오염이 심한 원전 인근 지역에서 포아송 크리깅에 의해 추정된 위험도가 상대적으로 높게 나타났다. 세슘 농도와 사고지점과의 거리를 독립 변수로 사용하여 이 변수들의 공간 변화 양상을 반영할 수 있는 지리적 가중 회귀분석을 적용하였다. 적용 결과, 갑상선 암 위험도와 상관계수 0.98을 나타내는 갑상선 암 발병 위험도 추정이 가능하였으며, 이는 원전 사고가 갑상선 암 발병 위험도에 영향을 준 것을 의미한다. 결론적으로 이 연구에서 적용한 공간정보 모델링 기법들은 환경 영향 평가 및 환경 보건 분야에서 유용하게 사용될 수 있을 것으로 기대된다.