• 제목/요약/키워드: R square values

검색결과 279건 처리시간 0.025초

건설자재 미세먼지 제거율 평가를 위한 선형 회귀 분석법 제안 (Linear Regression Analysis to Evaluate the Particulate Matter Removal Rate of Functional Construction Materials)

  • 박광민;민경성;정상화;노영숙
    • 한국구조물진단유지관리공학회 논문집
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    • 제25권5호
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    • pp.86-93
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    • 2021
  • 미세먼지를 제거하기 위하여 미세먼지 제거 기능성 건설자재가 개발되고 있다. 그러나 미세먼지 제거율 평가 방법 및 기반 시설은 국내에 전무한 실정이다. 따라서 본 연구에서는 입자상 미세먼지 제거 성능을 평가하기 위해 미세먼지 제거율 시험 챔버를 구축하고 입자상 미세먼지 제거율 평가 방법을 제시하는 것을 목적으로 하였다. 결과적으로 건설자재는 미세먼지가 발생하는 환경에서 유효성을 가지기 때문에, 시험 입자 주입 단계 구간를 비교 대상으로 제안하였다. 미세먼지 주입 단계에서 측정한 모든 질량농도값에서 선형 회귀 분석으로 얻어진 기울기값을 상대 비교함으로써 미세먼지 제거율 평가를 제안하였다. 본 방법은 모든 측정값을 대상으로 하고 측정값 변동성에 대한 평가를 결정계수(R2)로 평가할 수 있어서 미세먼지 제거율 결과값의 신뢰성을 확보할 수 있다.

수육에서의 Staphylococcus aureus 성장 예측모델 (Predictive Model for Growth of Staphylococcus aureus in Suyuk)

  • 박형수;박경진;박기환;박지연;류경
    • 한국축산식품학회지
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    • 제30권3호
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    • pp.487-494
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    • 2010
  • 본 연구는 수육에 쉽게 오염될 수 있는 S. aureus에 대한 성장 예측모델을 적용하고, 이를 비교하여 수육을 안전하게 관리하기 위한 적절한 모델을 제시하고자 하였다. 온도에 따른 S. aureus의 성장곡선은 5, 15, $25^{\circ}C$의 보관온도에서 측정하였다. 수육에 오염된 S. aureus의 성장결과를 기초로 온도에 따라 Baranyi model과 Gompertz model을 이용하여 SGR와 LT를 산출하였다. 두 모델에 대하여 R2과 RMSE를 산출하여 통계적인 적합성을 비교하였으며 그 결과 Baranyi model에서는 각각 0.98, 0.27, Gompertz model에서는 각각 0.84, 0.84로 나타나 Baranyi model이 온도변화에 따라 S. aureus 생육을 예측하기 위한 이차모델의 변수 값으로 사용하는데 더 적합하였다. RSM을 이용한 2차 모델에서는 $R^2$이 5, 15, $25^{\circ}C$에서 각각 0.88, 0.99, 0.99로 나타나 실험값과 예측값의 상관관계가 높았다. 또한 RMSE는 온도별로 각각 0.11, 0.24, 0.10로 나타났고, $B_f$는 각각1.12, 1.02, 1.03로, $A_f$는 각각 1.17, 1.03, 1.03로 나타나 통계적 적합성이 높다고 할 수 있다. 따라서 개발된 모델을 이용할 경우 수육의 다양한 조리환경과 온도에 따른 S. auresus 성장을 추정할 수 있으며, 이를 위해 평가에서 충분히 활용할 수 있을 것으로 보인다.

Prediction of Nutrient Composition and In-Vitro Dry Matter Digestibility of Corn Kernel Using Near Infrared Reflectance Spectroscopy

  • Choi, Sung Won;Lee, Chang Sug;Park, Chang Hee;Kim, Dong Hee;Park, Sung Kwon;Kim, Beob Gyun;Moon, Sang Ho
    • 한국초지조사료학회지
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    • 제34권4호
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    • pp.277-282
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    • 2014
  • Nutritive value analysis of feed is very important for the growth of livestock, and ensures the efficiency of feeds as well as economic status. However, general laboratory analyses require considerable time and high cost. Near-infrared reflectance spectroscopy (NIRS) is a spectroscopic technique used to analyze the nutritive values of seeds. It is very effective and less costly than the conventional method. The sample used in this study was a corn kernel and the partial least square regression method was used for evaluating nutrient composition, digestibility, and energy value based on the calibration equation. The evaluation methods employed were the coefficient of determination ($R^2$) and the root mean squared error of prediction (RMSEP). The results showed the moisture content ($R^2_{val}=0.97$, RMSEP=0.109), crude protein content ($R^2_{val}=0.94$, RMSEP=0.212), neutral detergent fiber content ($R^2_{val}=0.96$, RMSEP=0.763), acid detergent fiber content ($R^2_{val}=0.96$, RMSEP=0.142), gross energy ($R^2_{val}=0.82$, RMSEP=23.249), in vitro dry matter digestibility ($R^2_{val}=0.68$, RMSEP=1.69), and metabolizable energy (approximately $R^2_{val}$ >0.80). This study confirmed that the nutritive components of corn kernels can be predicted using near-infrared reflectance spectroscopy.

Models of Pseudomonas Growth Kinetics and Shelf Life in Chilled Longissimus dorsi Muscles of Beef

  • Zhang, Yimin;Mao, Yanwei;Li, Ke;Dong, Pengcheng;Liang, Rongrong;Luo, Xin
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권5호
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    • pp.713-722
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    • 2011
  • The aim of this study was to confirm Pseudomonas spp. as the specific spoilage organism (SSO) of chilled beef during aerobic storage and to establish a model to predict the shelf life of beef. Naturally contaminated beef was stored at $4^{\circ}C$, and the spoilage limit of Pseudomonas organisms was determined by measuring several quality indicators during storage, including the number of Pseudomonas organisms, total number of bacteria, total volatile basic nitrogen (TVBN) values, L value color scale scores and sensory evaluation scores. The beef was then stored at 0, 4, 7, 10, 15 or $20^{\circ}C$ for varying amounts of time, and the number of Pseudomonas organisms were counted, allowing a corresponding growth model to be established. The results showed that the presence of Pseudomonas spp. was significantly correlated to each quality characteristic (p<0.01), demonstrating that Pseudomonas spp. are the SSO of chilled beef and that the spoilage limit was $10^{8.20}$ cfu/g. The Baranyi and Roberts equation can predict the growth of Pseudomonas spp. in beef, and the $R^2$ value of each model was greater than 0.95. The square root model was used as follows, and the absolute values of the residuals were less than ${0.05:\;{\mu_{max}}^{1/2}$ = 0.15604 [T+(-0.08472)] (p<0.01), $R^2$ = 0.98, $\lambda^{-1/2}$ = 0.0649+0.0242T (p<0.01, $R^2$ = 0.94). The model presented here describes the impact of different temperatures on the growth of Pseudomonas spp., thereby establishing a model for the prediction of the shelf life of beef stored between 0 to $20^{\circ}C$.

Comparative color and surface parameters of current esthetic restorative CAD/CAM materials

  • Egilmez, Ferhan;Ergun, Gulfem;Cekic-Nagas, Isil;Vallittu, Pekka Kalevi;Lassila, Lippo Veli Juhana
    • The Journal of Advanced Prosthodontics
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    • 제10권1호
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    • pp.32-42
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    • 2018
  • PURPOSE. The purpose of this study was to derive and compare the inherent color (hue angle, chroma), translucency ($TP_{SCI}$), surface gloss (${\Delta}E^*_{SCE-SCI}$), and surface roughness ($R_a$) amongst selected shades and brands of three hybrid CAD/CAM blocks [GC Cerasmart (CS); Lava Ultimate (LU); Vita Enamic (VE)]. MATERIALS AND METHODS. The specimens (N = 225) were prepared into square-shaped ($12{\times}12mm^2$) with different thicknesses and shades. The measurements of color, translucency, and surface gloss were performed by a reflection spectrophotometer. The surface roughness and surface topography were assessed by white light interferometry. RESULTS. Results revealed that hue and chroma values were influenced by the material type, material shade, and material thickness (P < .001). The order of hue angle amongst the materials was LU > CS > VE, whereas the order of chroma was VE > CS > LU. $TP_{SCI}$ results demonstrated a significant difference in terms of material types and material thicknesses ($P{\leq}.001$). $TP_{SCI}$ values of the tested materials were ordered as LU > CS > VE. ${\Delta}E^*_{SCE-SCI}$ and $R_a$ results were significantly varied amongst the materials (P < .001) and amongst the shades (P < .05). The order of ${\Delta}E^*_{SCE-SCI}$ amongst the materials were as follows $LU>VE{\geq}CS$, whereas the order of $R_a$ was $CS{\geq}VE>LU$. CONCLUSION. Nano-ceramic and polymer-infiltrated-feldspathic ceramic-network CAD/CAM materials exhibited different optical, inherent color and surface parameters.

간척지 재배 근채류의 최대 엽장과 엽폭을 이용한 지하부 생체중 추정용 회귀 모델 결정 (Determination of Regression Model for Estimating Root Fresh Weight Using Maximum Leaf Length and Width of Root Vegetables Grown in Reclaimed Land)

  • 정대호;이평호;이인복
    • 한국환경농학회지
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    • 제39권3호
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    • pp.204-213
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    • 2020
  • BACKGROUND: Since the number of crops cultivated in reclaimed land is huge, it is very difficult to quantify the total crop production. Therefore, a non-destructive method for predicting crop production is needed. Salt tolerant root vegetables such as red beets and sugar beet are suitable for cultivation in reclaimed land. If their underground biomass can be predicted, it helps to estimate crop productivity. Objectives of this study are to investigate maximum leaf length and weight of red beet, sugar beet, and turnips grown in reclaimed land, and to determine optimal model with regression analysis for linear and allometric growth models. METHODS AND RESULTS: Maximum leaf length, width, and root fresh weight of red beets, sugar beets, and turnips were measured. Ten linear models and six allometric growth models were selected for estimation of root fresh weight and non-linear regression analysis was conducted. The allometric growth model, which have a variable multiplied by square of maximum leaf length and maximum leaf width, showed highest R2 values of 0.67, 0.70, and 0.49 for red beets, sugar beets, and turnips, respectively. Validation results of the models for red beets and sugar beets showed the R2 values of 0.63 and 0.65, respectively. However, the model for turnips showed the R2 value of 0.48. The allometric growth model was suitable for estimating the root fresh weight of red beets and sugar beets, but the accuracy for turnips was relatively low. CONCLUSION: The regression models established in this study may be useful to estimate the total production of root vegetables cultivated in reclaimed land, and it will be used as a non-destructive method for prediction of crop information.

Ethylenediammonium Chromate의 합성 및 결정구조 연구 (Synthesis and Structure of Ethylenediammonium Chromate)

  • 남궁해;박상수
    • 한국결정학회지
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    • 제17권1호
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    • pp.10-13
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    • 2006
  • Ethylenediammonium chromate, $C_2H_{10}N_2{\cdot}CrO_4$ 결정구조는 a=6.667(2), b=8.845(2), c=11.827(2) ${\AA}$, 사방정계(Orthorhombic), 공간군 $P2_12_12_1$, 공간군 번호 19이며, Z=4, V=697.4(3) ${\AA}{^3},\;Dc=1.696gcm^{-3},\;{\mu}=1.594mm^{-1}$이었다. 구조분석은 중금속법으로 풀었으며, 최소 자승법으로 정밀화하였고, 최종 신뢰도 값들은 1204개의 회절반점에 대하여 $R_1=0.0254,\;R_w=0.070,\;R_{all}=0.0255$, S=1.133이었다. 두가지 이온들의 자료들은 기존 유사물질들의 자료에 상응하였으며, Ethylenediammonium 이온은 trans 구조로써 주위의 음이온과 사이에 많은 수소결합으로 연결되어 있다.

Dinitroethylenediamine Palladium(II)의 합성 및 결정구조 연구 (Synthesis and Structure Dinitroethylenediamine Palladium(II))

  • 남궁해
    • 한국결정학회지
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    • 제15권2호
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    • pp.74-77
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    • 2004
  • Dinitroethylenediaminepalladium(II), $Pd(C_2H_8N_2)\;(NO_2)_2$의 결정구조는 a=7.425(3), b=8.480(4), c=11.885(2)${\AA}$, 사방정계(Orthorhombic), 공간군 $A2_1ma$, 공간군 번호 36이며, Z=4, V=748.3(4)${\AA}^3,\;D_c=2.295\;gcm^{-3},\;{\mu}=2.457mm^{-1}$이었다. 구조분석은 중금속법으로 풀었으며, 최소 자승법으로 정밀화하였고, 최종 신뢰도 값들은 377개의 회절반점에 대하여 $(R_1=0.0306,\;R_w=0.0802,\;R_{all}=0.0320,\;S=1.166)$이었다. 최종 분석한 착염의 결합거리와 각들은 기존에 알려진 해당 자료들에 상응하였다. 착염의 구조는 Reiset's salt type 유사체와 같은 일차원 구조로써 c축을 따라서, Pd-Pd 거리가 3.762(2) $(\AA)$이고, 각 $161.41(5)^{\circ}$인 지그재그 사슬구조를 형성하고 있다. 사슬내에서나 사슬간에는 질소와 산소사이에 각각 3.05(1)과 3.15(1) ${\AA}$인 수소결합으로 연결되어 있다.

단위 신경망과 특징벡터 차원 축소 기반의 음악 분위기 자동판별 (Music Mood Classification based on a New Feature Reduction Method and Modular Neural Network)

  • 송민균;김현수;문창배;김병만;오득환
    • 한국산업정보학회논문지
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    • 제18권4호
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    • pp.25-35
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    • 2013
  • 본 논문에서는 개인화된 분위기 분류 모델 대신에 대중의 분위기 분류 모델을 제안한다. 분위기 판별 성능을 개선하기 위해 두 가지 접근 방법을 선택하였는데, 그 첫 번째가 표준편차에 기초한 특징축소이다. 이는 음악의 특징을 추출하기 위해 사용하는 MIRtoolbox에서 추출되는 391개의 특징들을 모두 사용할 경우의 성능 저하 문제를 해결하기 위한 방법이다. 실험결과, 본 논문에서 제안한 특징축소 방법이 기존의 차원 축소 방법인 R-Square와 PCA보다 성능이 좋음을 확인할 수 있었다. 그리고 특징축소 방법만으로는 성능 개선에 한계가 있어 두 번째 개선방법으로 단위 신경망을 사용하여 추가의 성능 개선을 시도하였다. 실험결과 이 역시 유효한 성능 개선이 이루어짐을 확인할 수 있었다.

Axial behavior of CFRP wrapped RC columns of different shapes with constant slenderness ratio

  • Narule, Giridhar N.;Bambole, Abhay N.
    • Structural Engineering and Mechanics
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    • 제65권6호
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    • pp.679-687
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    • 2018
  • In composite materials technology, the fiber-reinforced polymers (FRP) have opened up new horizons in infrastructural engineering field for strengthening existing structures and components of structure. The Carbon fiber reinforced polymer (CFRP) sheets are well suited for RC columns to this application because of their high strength to weight ratio, good fatigue properties and excellent resistance to corrosion. The main focus of present experimental work is to investigate effect of shapes on axial behavior of CFRP wrapped RC columns having same cross-sectional area and slenderness ratio. The CFRP volumetric ratio and percentage of steel are also adopted constant for all the test specimens. A total of 18 RC columns with slenderness ratio four were cast. Nine columns were control and the rest of nine columns were strengthened with one layer of CFRP wrap having 35 mm of corner radius. Columns confined with CFRP wrap were designed using IS: 456:2000 and ACI 440.2R.08 provisions. All the test specimens were loaded for axial compression up to failure and failure pattern for each shaped column was investigated. All the experimental results were compared with analytical values calculated as per the ACI-440.2R-08 code. The test results clearly demonstrated that the axial behavior of CFRP confined RC columns is affected with the change in shapes. The axial deformation is higher in CFRP wrapped RC circular column as compared to square and rectangular columns. Stress-strain behaviour revealed that the yield strength gained from CFRP confinement was significant for circular columns as compare to square and rectangular columns. This behaviour may be credited due to effect of shape on lateral deformation in case of CFRP wrapped circular columns at effective confinement action.