• Title/Summary/Keyword: Non-linear regression analysis

Search Result 396, Processing Time 0.033 seconds

Nonlinear QSAR Study of Xanthone and Curcuminoid Derivatives as α-Glucosidase Inhibitors

  • Saihi, Youcef;Kraim, Khairedine;Ferkous, Fouad;Djeghaba, Zeineddine;Azzouzi, Abdelkader;Benouis, Sabrina
    • Bulletin of the Korean Chemical Society
    • /
    • v.34 no.6
    • /
    • pp.1643-1650
    • /
    • 2013
  • A non linear QSAR model was constructed on a series of 57 xanthone and curcuminoide derivatives as ${\alpha}$-glucosidase inhibitors by back-propagation neural network method. The neural network architecture was optimized to obtain a three-layer neural network, composed of five descriptors, nine hidden neurons and one output neuron. A good predictive determination coefficient was obtained (${R^2}_{Pset}$ = 86.7%), the statistical results being better than those obtained with the same data set using a multiple regression analysis (MLR). As in the MLR model, the descriptor MATS7v weighted by Van der Waals volume was found as the most important independent variable on the ${\alpha}$-glucosidase inhibitory.

Local joint flexibility equations for Y-T and K-type tubular joints

  • Asgarian, Behrouz;Mokarram, Vahid;Alanjari, Pejman
    • Ocean Systems Engineering
    • /
    • v.4 no.2
    • /
    • pp.151-167
    • /
    • 2014
  • It is common that analyses of offshore platforms being carried out with the assumption of rigid tubular joints. However, many researches have concluded that it is necessary that local joint flexibility (LJF) of tubular joints should be taken into account. Meanwhile, advanced analysis of old offshore platforms considering local joint flexibility leads to more accurate results. This paper presents an extensive finite-element (FE) based study on the flexibility of uni-planner multi-brace tubular Y-T and K-joints commonly found in offshore platforms. A wide range of geometric parameters of Y-T and K-joints in offshore practice is covered to generate reliable parametric equations for flexibility matrices. The formulas are obtained by non-linear regression analyses on the database. The proposed equations are verified against existing analytical and experimental formulations. The equations can be used reliably in global analyses of offshore structures to account for the LJF effects on overall behavior of the structure.

An Evaluation of Effectiveness for the Application of Fuzzy Reasoning to Sensory Test (관능검사에 대한 Fuzzy추론 적용의 유효성 평가)

  • Kim, Jeong-Man;Lee, Sang-Do
    • Journal of Korean Society for Quality Management
    • /
    • v.24 no.3
    • /
    • pp.133-144
    • /
    • 1996
  • In order to evaluate the effectiveness of fuzzy reasoning to sensory tests, in this paper, a non-linear fuzzy system model that can estimate the general evaluator obtained from a numerical example of test of taste is constructed. And the applicability of fuzzy reasoning to sensory test is discussed on the basis of errors occurred from the estimates in combination of attributes of objects and from the results of multi-regression analysis. This paper proved that fuzzy reasoning using fuzzy If-then rules is applicable to sensory test.

  • PDF

Development of Prediction Model for Average Temperature in the Roughing Mill (열연 조압연공정에 있어서의 평균온도 예측모델 개발)

  • Moon C. H.;Park H. D.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
    • /
    • 2004.08a
    • /
    • pp.368-377
    • /
    • 2004
  • A mathematical model was developed for the prediction of the average temperature and RDT(RM Delivery temperature) in a roughing mill. The model consisted of three parts as follows (1) The intermediate numerical model calculated the deformation and heat transfer phenomena in the rolling: region by steady state FEM and the heat transfer phenomena in the interpass region by unsteady state FEM (2) The Off-line prediction model was derived from non-linear regression analysis based on the results of intermediate numerical model considering the various rolling conditions, (3) Using the heat flux in rolling region, temperature profile along thickness direction was calculated. For validation of the presented model, the rolling force per pass and RDT measued in on-line process was compared with those of model and the results showed close agreement with the existing data. In order to demonstrate the effectiveness of the proposed model, the various rolling conditions was tested.

  • PDF

Modeling for Vacuum Drying Characteristics of Onion Slices

  • Lee, Jun-Ho;Kim, Hui-Jeong
    • Food Science and Biotechnology
    • /
    • v.18 no.5
    • /
    • pp.1293-1297
    • /
    • 2009
  • In this study, drying kinetics of onion slices was examined in a laboratory scale vacuum dryer at an air temperature in a range of $50-70^{\circ}C$. Moisture transfer from onion slices was described by applying the Fick's diffusion model, and the effective diffusivity was calculated. Temperature dependency of the effective diffusivity during drying process obeyed the Arrhenius relationship. Effective diffusivity increased with increasing temperature and the activation energy for the onion slices was estimated to be 16.92 kJ/mol. The experimental drying data were used to fit 9 drying models, and drying rate constants and coefficients of models tested were determined by non-linear regression analysis. Estimations by the page and Two-term exponential models were in good agreement with the experimental data obtained.

Trend and Shift Analysis for Hydrologic and Climate Series (수문 및 기후 자료에 대한 선형 경향성 및 평균이동 분석)

  • Oh, Je Seung;Kim, Hung Soo;Seo, Byung Ha
    • KSCE Journal of Civil and Environmental Engineering Research
    • /
    • v.26 no.4B
    • /
    • pp.355-362
    • /
    • 2006
  • Several techniques of MK test, Spearman's Rho test, Linear Regression test, CUSUM test, Cumulative Deviation, Worsley Likelihood Ratio test, Rank Sum test, and Students' t test were applied to detect the trends of slope and shift which exist in hydrologic and climate time series. The time series of annual rainfall, inflow, tree ring index, and southern oscillation index (SOI) were used and the trends of these series were compared in the study. From the results, it can be found that the data could be classified into two categories such as linear trend and shift. 4 series data of 8 rainfall series which reveal the trend show the shift and 8 series data of 18 tree ring index and March and April series of monthly SOI data show shift. Moreover, ADF test and BDS test were used to test stationarity and non-linearity of the data. In conclusion, through the study, various trend analysis techniques were compared and 6 kinds of characteristics which can exist in hydrologic time series were identified.

The Effect of Business Diversification of Global Container Terminal Operators on Corporate Performance Using Panel Regression Analysis (글로벌 컨테이너터미널 운영사의 사업다각화가 기업경영성과에 미치는 영향 연구)

  • Park, Soon-Hwan;Lee, Jeong-Min;Kim, Yul-Seong
    • Journal of Korea Port Economic Association
    • /
    • v.40 no.3
    • /
    • pp.1-26
    • /
    • 2024
  • This study aims to examine the business diversification status of Global Container Terminal Operators(GTOs) and to determine the impact of business diversification on corporate performance using a quantitative index. To this end, a panel regression analysis was conducted using 10-year time series data of 12 GTOs. The results of the empirical analysis show that, first, the mean of the business diversification index of GTOs is rather low at 0.244; second, the business diversification of GTOs affects ROE and TobinsQ among corporate performance. In the case of the dependent variable ROE, we found that there is a non-linear relationship, with no effect in the early stage, a negative effect after a certain level, and a positive effect after a certain level, while the dependent variable TobinsQ has a positive linear relationship. As a result, it seems that GTOs with strong global influence should pursue business diversification in the direction of strengthening and expanding their core business capabilities, and efficient selection and focus at the corporate level are necessary to avoid excessive diversification due to indiscriminate business expansion.

Quality of Life of Family Members Living with Cancer Patients

  • Lee, Hyo Jung;Park, Eun-Cheol;Kim, Seung Ju;Lee, Sang Gyu
    • Asian Pacific Journal of Cancer Prevention
    • /
    • v.16 no.16
    • /
    • pp.6913-6917
    • /
    • 2015
  • Background: Due to the rapid progress of industrialization, the expansion of the nuclear family, and an increase in women's social activities, the burden of care of cancer patients has increased, so that all family members are now involved in care. We compared the health-related quality of life (HRQOL) between members of families of cancer patients (hereafter, cancer families) and members of cancer-free families (non-cancer families). Materials and Methods: The data were from the Community Health Survey (2012). The study population included respondents at least 30 years of age. Data were adjusted for the following covariates: sex, age, education, marital status, household income, economic activity, household type, chronic disease, and perceived health status. Frequency analysis, analyses of variance, and multiple linear regression analysis were performed. Results: Among 163,495 respondents, 3,406 (2.1%) were part of a cancer family and 160,089 (97.9%) were part of a non-cancer family. Cancer families had lower EQ-5D scores than non-cancer families. However, by subgroup, the scores had significant association between cancer and non-cancer families only for females and for those who worked. Conclusions: There was a significant relationship between HRQOL scores and being a family member of a cancer patient. This indicates that the responsibility for care has been extended to the entire family, not only the primary caregiver.

A STUDY 01 OEEP ()VER81TE AND OPEN BITE BY VERTICAL CEPHALOMETRIC ANALYSIS (수직두개계측법에 의한 과개교합 및 개교에 관한 연구)

  • Jun, Youn Sic;Ryu, Young Kyu
    • The korean journal of orthodontics
    • /
    • v.11 no.2
    • /
    • pp.109-123
    • /
    • 1981
  • The author studied and analyzed statistically 112 adults female ranging in age from 18 to 20 years with normal occlusion, 56 adults female ranging in age from 18 to 24 years with deep overbite and 53 adults female ranging in age from 18 to 28 years with open bite by vertical cephalometric analysis. The results were as follows; 1. In comparing normal occlusion with deep overbite and open bite, skeletal linear measurements were more significant than dentoalveolar linear measurements. SN-MP angle, SN-OP angle, PP-OP angle and Xi angle (ANS-Xi-Pog) were significant in anglular measurements. 2. Upper posterior facial height (SE-PNS), upper anterior alveolar height, lower posterior alveolar height, lower posterior alveolar height/lower anterior alveolar height and SN-PP angle were non significant between deep overbite and open bite. 3 The most significant items between deep overbite and open bite were lower anterior facial height (ANS-ME) and SN-MP angle. 4. Correlation coefficients of angular measurements were higher in deep overbite, while that of linear measurement total anterior facial height (N-ME) was higher in open bite. 5. In the multiple regression equation, significant variables were total anterior facial height (N-ME), lower anterior alveolar height, upper anterior alveolar height, upper posterior alveolar height, Xi angle (ANS-Xi-Pog) and ramus height (AR-Go) in deep overbite, and total anterior facial height (N-Me), lower anterior alveolar height, ramus height (AR-Go), lower posterior alveolar height, PP-MP angle and upper posterior facial height (SE-PNS) in open bite.

  • PDF

Characteristics of Organic Carbon and Apparent Oxygen Utilization in the NE Pacific KODOS Area (북동태평양 KODOS 해역의 유기탄소 및 겉보기산소량 특성)

  • Son, Ju-Won;Son, Seung-Kyu;Kim, Kyeong-Hong;Kim, Ki-Hyune;Park, Yong-Chul;Kim, Dong-Hwa;Kim, Tae-Ha
    • Ocean and Polar Research
    • /
    • v.27 no.1
    • /
    • pp.1-13
    • /
    • 2005
  • The samples for organic carbon analysis were collected between $5^{\circ}\;and\;17^{\circ}N$ along $131.5^{\circ}W$ in the northeast Pacific KODOS (Korea Deep Ocean Study) area. The mean concentration of total organic carbon (TOC) in the surface mixed layer $({\sim}50 m)$ was $100.13{\pm}2.05{\mu}M-C$, while the mean concentration of TOC in the lower 500m of the water column was $50.19{\pm}4.23{\mu}M-C$. A strong linear regression between TOC and temperature $(r^2=0.70)$ showed that TOC distribution was controlled by physical process. Results from the linear regression between chlorophyll-a and TOC, and between chlorophyll-a and particulate organic carbon (POC), decreasing of dissolved organic carbon (DOC) in the surface layer caused by non-biological photo-oxidation process. Below the surface layer, biological production and consumption occurred. DOC accumulation dominated in the depth range of $30{\sim}50m$ and DOC consumption occurred in the depth range of $50{\sim}200m$. TOC was inversely correlated with apparent oxygen utilization (AOU) and TOC/AOU molar ratios ranged from -0.077 to -0.21. These ratios indicated that TOC oxidation was responsible fur $10.9{\sim}30.1%$ (mean 20.2%) of oxygen consumption in the NE Pacific KODOS area. In the euphotic zone, distributions of dissolved and particulate organic matter were controlled by photo-chemical, chemical, biological and physical processes.