• 제목/요약/키워드: Least Square Regression

검색결과 421건 처리시간 0.035초

전통 메주 제조과정에 있어서 근적외 모니터링 가능성 조사 (Feasibility of near-infrared spectroscopic observation for traditional fermented soybean production)

  • 전재환;이선미;조래광
    • 한국식품저장유통학회지
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    • 제24권1호
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    • pp.145-152
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    • 2017
  • 본 연구에서는 전통 재래식 콩된장의 제조공정을 과학적으로 해석하기 위한 연구의 일환으로 생메주의 건조 및 발효과정에 있어서 수분함량과 단백질 분해에 의한 아미노산 생성과정을 근적외 분광법으로 쉽게 판단 할 수 있는지 그 가능성을 조사하였다. 생메주를 일정한 크기($3{\times}4{\times}3cm$)로 잘라서 수분이 30%가 되도록 $25^{\circ}C$ 항온기에 3주간 발효시킨 모델계 발효메주를 만들어 가시광-근적외 스펙트럼을 측정하여 해석하였다. 발효가 진행됨에 따라 수분이 감소되면서 수분과 관련이 있는 1,430 nm대의 흡광도가 감소 및 시프트 되는 것이 관찰되었고, 발효기간이 길어질수록 아미노산과 관련이 있는 2,050 nm대의 흡광도가 증가하는 것을 관찰 할 수 있었다. 전통 재래식 발효메주를 속부분과 겉부분으로 분리하여 1,000-2,250 nm에서의 가시광 스펙트럼과 근적외 스펙트럼 데이터로 판별분석한 결과, 겉부분과 속부분이 잘 판별되었고, 가시광 보다는 근적외 영역에서 잘 구분되었다. 이들 전통메주중의 아미노산 농도를 비파괴 측정하기 위해 PLSR한 결과 $R^2$은 0.9 이상이며, RMSECv 0.23%로 나타났으며, 전통메주중의 수분함량도 $R^2$ 0.81, RMSECv 0.83%이어서 근적외 분광법으로 전통메주의 품질을 비파괴 측정 가능할 것으로 판단되었다.

근적외선 분광광도계를 이용한 차제품의 표면 색상 및 발효정도 측정 (Measurement of Surface Color and Fermentation Degree in Tea Products Using NIRS)

  • 천종은
    • 한국작물학회지
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    • 제54권1호
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    • pp.55-60
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    • 2009
  • 녹차, 부분발효차 및 발효차 등 다양한 차제품 117개 제품을 수집하여 분말화하여 측색계로 각 차제품의 표면 색상을 측정한 후 NIRS를 이용하여 가시광선 대역($400{\sim}700$ nm)에서 스펙트럼을 얻어 중회귀분석에 의해 각각 색상 관련 특성에 대한 검량식을 작성하였다. 1. 측색계로 제품의 색상을 측정한 결과 CIE color scale에서 L값(6.98), a값(0.25) 및 b값(15.42)이 높았으나, a/b(0.09)값은 Hunter color scale에서 높았다. 또한 색상관련 특성 $a^*$(a)와 $a^*/b^*$(a/b)의 변이계수가 $317.2{\sim}327.5%$$293.8{\sim}316.7%$로 제품간 변이성이 매우 컸다. 2. CIE color scale와 Hunter color scale에서 발효정도($X_9$)의 변이를 $a^*/b^*(X_4)$나 a/b($X_8$)로 99.7% 설명될 수 있어 $a^*/b^*$(a/b)값으로 차제품의 발효정도를 추정할 수 있다. 3. Modified partial least square(MPLS)를 이용하여 작성된 검량식의 결과 두 color scale을 종합하여 L값의 검량식 작성시 결정계수($R^2$)는 $0.973{\sim}0.977$, 검증시 상관도(1-VR) $0.969{\sim}0.972$, a값의 결정계수는 0.999, 검증시 상관도 0.998, b값의 결정계수는 $0.858{\sim}0.902$, 검증시 상관도 $0.833{\sim}0.888$, a/b값의 결정계수는 0.997, 검증시 상관도 0.993으로 매우 높았다. 4. 차 제품 표면 색상관련 특성들(CIE color scale; $L^*$, $a^*$, $b^*$, $a^*/b^*$, Hunter color scale; L, a, b, a/b)의 검량식 정확도가 매우 높아서 NIRS의 가시광선 대역($400{\sim}700\;nm$)에서 이들 특성을 용이하고 정밀하게 측정할 수가 있으며, 또한 근적외선 대역($900{\sim}2500\;nm$)에서 기존 성분분석 화일과 병합하여(merge) 차 제품의 표면 색상 및 화학적 성분을 $1{\sim}2$분내로 동시에 측정이 가능하다.

Breast Screening and Breast Cancer Survival in Aboriginal and Torres Strait Islander Women of Australia

  • Roder, David;Webster, Fleur;Zorbas, Helen;Sinclair, Sue
    • Asian Pacific Journal of Cancer Prevention
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    • 제13권1호
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    • pp.147-155
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    • 2012
  • Aboriginal and Torres Strait Islander people comprise about 2.5% of the Australian population. Cancer registry data indicate that their breast cancer survivals are lower than for other women but the completeness and accuracy of Indigenous descriptors on registries are uncertain. We followed women receiving mammography screening in BreastScreen to determine differences in screening experiences and survivals from breast cancer by Aboriginal and Torres Strait Islander status, as recorded by BreastScreen. This status is self-reported and used in BreastScreen accreditation, and is considered to be more accurate. The study included breast cancers diagnosed during the period of screening and after leaving the screening program. Design: Least square regression models were used to compare screening experiences and outcomes adjusted for age, geographic remoteness, socio-economic disadvantage, screening period and round during 1996-2005. Survival of breast cancer patients from all causes and from breast cancer specifically was compared for the 1991-2006 diagnostic period using linked cancer-registry data. Cox proportional hazards regression was used to adjust for socio-demographic differences, screening period, and where available, tumour size, nodal status and proximity of diagnosis to time of screen. Results: After adjustment for socio-demographic differences and screening period, Aboriginal and Torres Strait Islander women participated less frequently than other women in screening and re-screening although this difference appeared to be diminishing; were less likely to attend post-screening assessment within the recommended 28 days if recalled for assessment; had an elevated ductal carcinoma in situ but not invasive cancer detection rate; had larger breast cancers; and were more likely than other women to be treated by mastectomy than complete local excision. Linked cancer registry data indicated that five-year year survivals of breast cancer cases from all causes of death were 81% for Aboriginal and Torres Strait Islander women, compared with 90% for other women, and that the former had larger breast cancers that were more likely to have nodal spread at diagnosis. After adjusting for socio-demographic factors, tumour size, nodal spread and time from last screen to diagnosis, Aboriginal and Torres Strait Islander women had approximately twice the risk of death from breast cancer as other women. Conclusions: Aboriginal and Torres Strait Islander women have less favourable screening experiences and those diagnosed with breast cancer (either during the screening period or after leaving the screening program) have lower survivals that persist after adjustment for socio-demographic differences, tumour size and nodal status.

Determination of Nitrogen Content in Rice Tissue Using Near Infrared Spectroscopy

  • Song, Young-Ju;Cho, Seung-Hyun;Nam-Ki, O.H.;Park, Yeong-Geun
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1262-1262
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    • 2001
  • The rice plant is one of the important staple crops in Korea. The high yield with low cost in rice is required the soil fertility and the development of new precise method of fertilizer application by nutritional diagnosis. Now, in Korea, the nitrogen application system for the rice plant is composed of the basal fertilization, fertilization at tillering stage and fertilization at panicle stage, which the nitrogen fertilization at panicle stage amount to about 30 percent in the total amount. Thus, this experiment carried out to the development of the system that can measure the nitrogen content in the rice plant at panicle stage rapidly with the near infrared spectroscopy, and to predict the appropriate quantity of the nitrogen fertilization at panicle stage based on calibration model for test of nitrogen content in rice plant. The samples were collected from 48 varieties in 4 regions which are mainly cultivated in the southern part of Korea. And then, it collected by classifying into the leaf, the whole plant and the stem since 7 days before the nitrogen fertilization at panicle stage. The ranges of the nitrogen contents were 1.6∼4.0%, 1.7∼3.0% and 1.4∼2.7% in the leaf, the whole plant and the stem, respectively. In the calibration models created by each part of the plant under the Multiple Linear Regression(MLR) method, the calibration model for the leaf recorded the relatively high accuracy. The mutual crossing test on unknown samples were carried out using Partial Least Square(PLS) calibration model. That is, the nitrogen content in the stem was tested by calibration model made by the leaf model and that of stem was tested by calibration model made by whole plant sample. When unknown leaf sample was tested by calibration model made by all sample that collected from each part in rice plant such as leaf, stem and whole plant, it recorded the highest accuracy. As a result, to test the nitrogen content in the rice plant at panicle stage, the nitrogen content in the leaf shall be tested by the calibration model composed of the leaf, the stem and the whole plant. In future, to estimated the amount of nitrogen fertilization at panicle stage for rice plant , it will be calculated based on regression model between rice yield and nitrogen content of leaf measured by calibration model made by mixed sample including leaf, stem and whole plant.

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NEAR-INFRARED STUDIES ON STRUCTURE-PROPERTIES RELATIONSHIP IN HIGH DENSITY AND LOW DENSITY POLYETHYLENE

  • Sato, Harumi;Simoyama, Masahiko;Kamiya, Taeko;Amari, Trou;Sasic, Slobodan;Ninomiya, Toshio;Siesler, Heinz-W.;Ozaki, Yukihiro
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1281-1281
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    • 2001
  • Near-infrared (NIR) spectra have bean measured for high-density (HDPE), linear low-density (LLDPE), and low-density (LDPE) polyethylene in pellet or thin films. The obtained spectra have been analyzed by conventional spectroscopic analysis methods and chemometrics. By using the second derivative, principal component analysis (PCA), and two-dimensional (2D) correlation analysis, we could separate many overlapped bands in the NIR. It was found that the intensities of some bands are sensitive to density and crystallinity of PE. This may be the first time that such bands in the NIR region have ever been discussed. Correlations of such marker bands among the NIR spectra have also been investigated. This sort of investigation is very important not only for further understanding of vibration spectra of various of PE but also for quality control of PE by vibrational spectroscopy. Figure 1 (a) and (b) shows a NIR reflectance spectrum of one of the LLDPE samples and that of PE, respectively. Figure 2 shows a PC weight loadings plot of factor 1 for a score plot of PCA for the 16 kinds of LLDPE and PE based upon their 51 NIR spectra in the 1100-1900 nm region. The PC loadings plot separates the bands due to the $CH_3$ groups and those arising form the $CH_2$ groups, allowing one to make band assignments. The 2D correlation analysis is also powerful in band enhancement, and the band assignments based upon PCA are in good agreement with those by the 2D correlation analysis.(Figure omitted). We have made a calibration model, which predicts the density of LLDPE by use of partial least square (PLS) regression. From the loadings plot of regression coefficients for the model , we suggest that the band at 1542, 1728, and 1764 nm very sensitive to the changes in density and crystalinity.

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인적자본형성으로서의 교육투자와 경제성장과의 관계 : OECD 비영어권 국가들을 중심으로 (The Relationships between Educational Investment as a Human Capital Formation and the National Economic Growth: Focusing on non-English-Speaking OECD Countries)

  • 김선재;이영화;임광혁
    • 한국콘텐츠학회논문지
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    • 제10권3호
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    • pp.315-325
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    • 2010
  • 최근 지식기반경제로의 진입과 함께 인적자본형성으로서의 교육에 관한 문제는 모든 국가들에 있어서 중요한 관심의 대상이 되고 있다. 본 연구는 1970년-2008년 기간 동안 비영어권 OECD 10개 국가들을 대상으로 교육투자와 경제성장과의 관계를 단순회귀분석(OLS) 및 표면상무관회귀분석(Seemingly Unrelated Regression Estimation: SURE) 기법을 사용하여 추정하여 상호 비교분석 하였다. 분석 결과 인적자본의 형성과 관련된 변수들의 추정에서는 교육투자를 비롯하여 R&D투자 및 출산율 모두 통계적 유의성이 높게 나왔으며 또한 경제성장에 정(+)의 영향을 주는 것으로 나타났다. 이들 중 경제성장에 가장 큰 영향을 주는 요소로는 출산율이었으며 다음으로 R&D 투자, 교육투자 순으로 나타났다. 특히 출산율계수의 크기는 R&D 투자의 1.8배, 교육투자의 약 3.5배의 크기로 나타나고 있어 각 국가들의 지속적인 경제성장을 위해서는 R&D투자 및 교육투자뿐만 아니라 출산율 촉진정책도 동시에 고려되어져야 할 것으로 보인다.

슬관절의 등속성 최대 반복 신전시 Hilbert-Huang 변환과 AR 모델을 이용한 근피로 평가 (Muscle Fatigue Assessment using Hilbert-Huang Transform and an Autoregressive Model during Repetitive Maximum Isokinetic Knee Extensions)

  • 김효신;최승욱;윤애란;이소은;신기영;최재일;문정환
    • Journal of Biosystems Engineering
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    • 제34권2호
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    • pp.127-132
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    • 2009
  • In the working population, muscle fatigue and musculoskeletal discomfort are common, which, in the case of insufficient recovery may lead to musculoskeletal pain. Workers suffering from musculoskeletal pains need to be rehabilitated for recovery. Isokinetic testing has been used in physical strengthening, rehabilitation and post-operative orthopedic surgery. Frequency analysis of electromyography (EMG) signals using the mean frequency (MNF) has been widely used to characterize muscle fatigue. During isokinetic contractions, EMG signals present strong nonstationarities. Hilbert-Haung transform (HHT) and autoregressive (AR) model have been known more suitable than Fourier or wavelet transform for nonstationary signals. Moreover, several analyses have been performed within each active phase during isokinetic contractions. Thus, the aims of this study were i) to determine which one was better suitable for the analysis of MNF between HHT and AR model during repetitive maximum isokinetic extensions and ii) to investigate whether the analysis could be repeated for sequential fixed epoch lengths. Seven healthy volunteers (five males and two females) performed isokinetic knee extensions at $60^{\circ}/s$ and $240^{\circ}/s$ until 50% of the maximum peak torque was reached. Surface EMG signals were recorded from the rectus femoris of the right thigh. An algorithm detecting the onset and offset of EMG signals was applied to extract each active phase of the muscle. Following the results, slopes from the least-square error linear regression of MNF values showed that muscle fatigue of all subjects occurred. The AR model is better suited than HHT for estimating MNF from nonstationary EMG signals during isokinetic knee extensions. Moreover, the linear regression can be extracted from MNF values calculated by sequential fixed epoch lengths (p> 0.0I).

도시녹지와 옥외범죄율 간의 상관관계 연구 - 텍사스 오스틴 지역을 중심으로 - (Correlation between Urban Green Areas and Outdoor Crime Rates - A Case Study of Austin, Texas -)

  • 김영재
    • 한국조경학회지
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    • 제47권1호
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    • pp.49-56
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    • 2019
  • 도시녹지는 환경적, 정서적, 신체 활동적 측면에서 인간의 삶에 긍정적인 역할을 하고 있다. 기존의 알려진 긍정적인 역할 이외에 미시적인 환경을 대상으로 한 몇몇의 선행연구는 도시녹지가 안전성을 제고할 수 있는 연구결과를 보여주고 있다. 하지만, 광역적인 측면에서의 도시녹지와 안전성에 대한 연구는 부족하다. 따라서 본 연구는 미국 텍사스 오스틴 시를 대상으로 도시녹지요소를 독립변수로 설정하고, 도시안전성과 관련이 있는 실제 옥외범죄율을 종속변수로 하여 이들 간의 상관관계를 분석하였다. 미국의 인구조사 통계청에서 제공하는 블록그룹을 분석 단위로 하여 오스틴 시의 사회 인구학적 특성을 파악하고, GIS 및 ENVI 프로그램을 활용하여 도시녹지 변수와 옥외범죄율 변수를 구축하였다. 통계분석방법으로는 도시수목비율에 따른 옥외범죄율의 비교를 위해 일원분산분석이 사용되었고, 사회 인구학적 특성을 통제시키며, 도시녹지변수와 옥외범죄율의 상관관계분석을 위해 최소자승법 회귀분석이 사용되었다. 일원분산분석결과, 도시수목비율이 0%~25%에 해당하는 지역의 acre당 연간 옥외범죄율은 1.20%로서 수목비율이 높은 25%~50%의 지역 및 50% 이상의 지역보다 acre당 연간 옥외범죄율이 각각 0.59%, 1.17% 높은 것으로 나타났다. 회귀분석결과, 소수인종비율과 학교중퇴자비율은 연간 옥외범죄율과 양의 상관관계를 보이고, 연간 개인소득수준과 도시녹지요소인 정규식생지수(NDVI) 및 공원 면적 비율은 연간 옥외범죄율과 음의 상관관계를 보이는 것으로 나타났다. 본 연구의 결과는 도시의 안정성 제고를 위해 도시녹지의 공급이 필요함을 시사하고 있다.

Non Destructive Fast Determination of Fatty Acid Composition by Near Infrared Reflectance Spectroscopy in Sesame

  • Kang, Churl-Whan;Kim, Dong-Hwi;Lee, Sung-Woo;Kim, Ki-Jong;Cho, Kyu-Chae;Shim, Kang-Bo
    • 한국작물학회지
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    • 제51권spc1호
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    • pp.283-291
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    • 2006
  • To investigate seed non destructive and fast determination technique utilizing near infrared reflectance spectroscopy (NIRs) for screening ultra high oleic (C18:1) and linoleic (C18:2) fatty acid content sesame varieties among genetic resources and lines of pedigree generations of cross and mutation breeding were carried out in National Institute of Crop Science (NICS). 150 among 378 landraces and introduced cultivars were released to analyse fatty acids by NIRs and gas chromatography (GC). Average content of each fatty acid was 9.64% in palmitic acid (C16:0), 4.73% in stearic acid (C18:0), 42.26% in oleic acid and 43.38% in linoleic acid by GC. The content range of each fatty acid was from 7.29 to 12.27% in palmitic, 6.49% from 2.39 to 8.88% in stearic, 12.59% of wider range compared to that of stearic and palmitic from 37.36 to 49.95% in oleic and of the widest from 30.60 to 47.40% in linoleic acid. Spectrums analyzed by NIRs were distributed from 400 to 2,500 nm wavelengths and varietal distribution of fatty acids were appeared as regular distribution. Varietal differences of oleic acid content good for food processing and human health by NIRs was 14.08% of which 1.49% wider range than that of GC from 38.31 to 52.39%. Varietal differences of linoleic acid content by NIRs was 16.41% of which 0.39% narrower range than that of GC from 30.60 to 47.01%. Varietal differences of oleic and linoleic acid content in NIRs analysis were appeared relatively similar inclination compared with those of GC. Partial least square regression (PLSR) among multiple variant regression (MVR) in NIRs calibration statistics was carried out in spectrum characteristics on the wavelength from 700 to 2,500 nm with oleic and linoleic acids. Correlation coefficient of root square (RSQ) in oleic acid content was 0.724 of which 72.4 percent of sample varieties among all distributed in the range of 0.570 percent of standard error when calibrated (SEC) which were considerably acceptable in statistic confidence significantly for analysis between NIRs and GC. Standard error of cross validation (SECV) of oleic acid was 0.725 of which distributed in the range of 0.725 percent standard error among the samples of mother population between analyzed value by NIRs analysis and analyzed value by GC. RSQ of linoleic acid content was 0.735 of which 73.5 percent of sample varieties among all distributed in the range of 0.643 percent of SEC. SECV of linoleic acid was 0.711 of which distributed in the range of 0.711 percent standard error among the samples of mother population between NIRs analysis and GC analysis. Consequently, adoption NIR analysis for fatty acids of oleic and linoleic instead that of GC was recognized statistically significant between NIRs and GC analysis through not only majority of samples distributed in the range of negligible SEC but also SECV. For enlarging and increasing statistic significance of NIRs analysis, wider range of fatty acids contented sesame germplasm should be kept on releasing additionally for increasing correlation coefficient of RSQ and reducing SEC and SECV in the future.

일부 성인에서 치주질환 자각증상과 삶의 질의 관련성 (Relationship of Self-Perceived Symptoms of Periodontal Disease to Quality of Life in Adults)

  • 이미라;최준선
    • 치위생과학회지
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    • 제12권2호
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    • pp.115-121
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    • 2012
  • 본 연구는 치주질환의 자각증상과 삶의 질과의 관련성을 분석하여 성인의 전반적인 삶의 질 향상 방안을 제시하고자 시행하였다. 2010년 1월 7일부터 3월 14일까지 서울 및 경기지역에 거주하는 35세 이상에서 65세 미만의 성인 중 치과의료기관에 방문한 경험이 있는 성인 450명을 대상으로 설문조사를 실시하였으며 다음과 같은 결론을 얻었다. 1. 연구대상자가 인식한 치주질환 자각증상 중 '양치질시 잇몸에서 피가 난다'가 294명(65.8%)으로 가장 많았으며, '흔들리는 치아가 있다'가 84명(18.8%)으로 가장 적었다. 2. 사회 인구학적 특성, 구강건강행동에 따라 치주질환의 자각증상을 분석한 결과 남자는 여자보다 치은출혈, 구취 및 치아통증을 더 많이 인식하고 있었다. 연령이 증가할수록 치간공간과 치아동요 및 치아통증을, 교육수준이 낮아질수록 치간공간과 치아동요를 더 많이 인식하였다. 월 평균 가정 총수입이 400만원 미만인 집단은 그 이상인 집단보다 치은부종과 치간공간을 더 많이 인식하였다(p<0.01). 정기적으로 구강검진을 시행하지 않는 집단은 시행하는 집단보다 치은출혈을 더 많이 인식하였고, 정기적으로 치석제거를 시행하지 않는 집단에서 치은출혈과 구취를 더 많이 인식하였다(p<0.05). 3. 치주질환 자각증상에 따라 OHIP-14 하위요인의 수준을 분석한 결과 치주질환의 자각증상을 인식한 집단은 인식하지 않은 집단에 비해 기능적 제한, 신체적 동통, 정신적 불편과 다양한 영역의 능력저하 및 사회적 불리에 대한 경험이 더 많았다(p<0.001). 4. OHIP-14와 사회 인구학적 특성, 구강건강행동, 치주질환 자각증상과의 관련성을 분석한 결과 남자와 치은출혈, 치은부종 및 구취를 인식한 집단은 대조군보다 삶의 질이 더 낮은 것으로 나타났다(p<0.05). 이상의 결과로 볼 때 치주질환 자각증상의 감소는 기능제한과 통증경험, 신체적 능력저하 등의 다양한 부정적 경험을 줄여 삶의 질을 향상시키는데 중요한 역할을 할 것으로 사료된다.