• 제목/요약/키워드: Chemometrics

검색결과 59건 처리시간 0.028초

근적외선분광법을 이용한 이탈리안 라이그라스, 페레니얼 라이그라스,톨 페스큐 종자의 초종 판별 (Discrimination of Pasture Spices for Italian Ryegrass, Perennial Ryegrass and Tall Fescue Using Near Infrared Spectroscopy)

  • 박형수;최기춘;김지혜;소민정;이기원;이상훈
    • 한국초지조사료학회지
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    • 제35권2호
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    • pp.125-130
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    • 2015
  • 본 연구는 근적외선분광법을 이용하여 우리나라에서 재배되고 있는 목초류 중 외형적 특성이 유사한 이탈리안 라이그라스, 페레니얼 라이그라스와 톨 페스큐 종자의 초종판별 가능성을 검토하고자 수행되었다. 근적외선분광기를 이용하여 목초류 종자를 가시파장 대역대(680~1,099 nm), NIRS 파장 대역대(1,100-2,500 nm) 및 NIRS 전체 파장 대역대(680-2,500 nm)로 구분하여 스펙트라를 얻은 후 1차 미분과 8 nm gap으로 수 처리를 수행하였으며 부분최소자승(PLS) 회귀분석법을 통해 초종판별 검량식을 개발하고 판별 정확성을 검증하였다. 목초류의 초종판별 정확성은 가시파장대역에서 SECV 1.732, $R^2cv$ 0.96으로 가장 판별 정확성이 낮았으며 NIRS 전체 파장대역에서 SECV 1.182, $R^2cv$ 0.98로 가장 높은 판별 정확성을 나타내었다. 파장대역별 예측 정확성은 NIR 파장대역(1,100-2,500 nm)에서 교차검증오차(SECV) 1.319에서 예측 오차(SEP) 1.288로 낮아졌으며 가시영역대(680~1,099)는 SECV 1.732에서 SEP 1.749로 약간 높아졌다. Discrimination equation 분석법에 의한 NIRS 전체 파장대역별 목초류 초종의 판별 결과는 초종간에 판별 정확성의 차이가 크게 나타났으며 이탈리안 라이그라스의 'Hits'는 68%로 가장 낮았으며 페레니얼 라이그라스가 78%의 정확성으로 가장 높게 나타났다. 따라서 NIRS를 이용한 목초류 초종의 판별분석이 가능할 것으로 판단되었다.

근적외선 분광학과 화학계량학에 기반한 청정 바이오연료 실시간 품질 측정 기술 개발 (Development of an On-line Measurement Method for Clean Biofuel Based on Near Infrared Spectroscopy and Chemometrics)

  • 조형수;류준형;유준
    • 청정기술
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    • 제17권3호
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    • pp.215-224
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    • 2011
  • 화석연료 사용에 따른 기후 변화 문제 및 자원 고갈에 대한 염려 때문에 바이오 연료는 그 중에서 가장 바람직한 재생에너지 대안이다. 하지만 대량 생산을 할 수 있는 경제성확보가 없으면 바람직하고 현실적인 대안이라 할 수 없다. 실시간 품질측정 시스템 개발은 바이오연료의 대량생산을 위하여 반드시 필요하다. 바이오 연료 중 바이오에탄올은 ASTM (American Society for Testing & Materials) D4806-10과 같은 품질 규격을 따르며 이에 명시된 평가방법을 대량 생산에 적용하려면 여러 어려움이 뒤따른다. 따라서 본 연구에서는 바이오에탄올 제품 품질 분석의 저가격화와 시간단축 및 생산 공정의 모니터링 실시간화를 해결하기 위해 근적외선 분광분석법과 화학계량학의 부분최소 자승법(Partial Least Squares)을 융합한 실시간 분광 모니터링 시스템을 새롭게 제안하였다. 수종의 전처리와 부분최소자승법을 이용하여 모델링한 결과 스펙트럼의 산란 보정, 노이즈 감소, 검량선의 유지보수 등에서 Savitzky-Golay 전처리가 가장 우수함을 보였다. 본 연구를 통해 실시간으로 품질 측정뿐만 아니라 분광분석 장치로 여러 성분을 동시에 측정 가능함을 보임으로서 비용의 절감도 가능할 것으로 예상된다. 그리고 상관계수 R2이 0.99 이상으로 실험실분석의 대체도 가능함을 보였다.

Amperometric Morphine Detection Using Pt-Co Alloy Nanowire Array-modified Electrode

  • Tao, Manlan;Xu, Feng;Li, Yueting;Xu, Quanqing;Chang, Yanbing;Wu, Zaisheng;Yang, Yun-Hui
    • Bulletin of the Korean Chemical Society
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    • 제31권7호
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    • pp.1968-1972
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    • 2010
  • Pt-Co alloy nanowire array was directly synthesized by electrochemical deposition with polycarbonate template at -1.0V and subsequent chemical etching of the template. The use of Pt-Co alloy nanowire array-modified electrode (Pt-Co NAE) for the determination of morphine (MO) is described. The morphology of the Pt-Co alloy nanowire array has been investigated by scanning electron microscopy (SEM) and energy disperse X-ray spectroscopy (EDS) analysis), respectively. The resulting Pt-Co NAE offered a linear amperometric response for morphine ranging from $2.35\times10^{-5}$ to $2.39\times10^{-3}$ M with a detection limit of $7.83\times10^{-6}$ M at optimum conditions. This sensor displayed high sensitivity and long-term stability.

사과 경도의 비파괴측정을 위한 검량식 개발 및 정확도 향상을 위한 연구 (Development of Calibration Model for Firmness Evaluation of Apple Fruit using Near-infrared Reflectance Spectroscopy)

  • 손미령;조래광
    • 한국식품저장유통학회지
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    • 제6권1호
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    • pp.29-36
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    • 1999
  • Using Fuji apple fruits cultivated in Kyungpook prefecture, the calibration model for firmness evaluation of fruits by near infrared(NIR) reflectance spectroscopy was developed, and the various influence factors such as instrument variety, measuring method, sample group, apple peel and selection of firmness point were investigated. Spectra of sample were recorded in wavelength range of 1100∼2500nm using NIR spectrometer (InfraAlyzer 500), and data were analyzed by stepwise multiple linear regression of IDAS program. The accuracy of calibration model was the highest when using sample group with wide range, and the firmness mean values obtained in graph by texture analyser(TA) were used as standard data. Chemometrics models were developed using a calibration set of 324 samples and an independent validation set of 216 samples to evaluate the predictive ability of the models. The correlation coefficients and standard error of prediction were 0.84 and 0.094kg, respectively. Using developed calibration model, it was possible to monitor the firmness change of fruits during storage frequently. Time, which was reached to firmness high value in graph by TA, is possible to use as new parameter for freshness of fruit surface during storage.

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Spectroscopic Techniques for Nondestructive Quality Inspection of Pharmaceutical Products: A Review

  • Kandpal, Lalit Mohan;Park, Eunsoo;Tewari, Jagdish;Cho, Byoung-Kwan
    • Journal of Biosystems Engineering
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    • 제40권4호
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    • pp.394-408
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    • 2015
  • Spectroscopy is an emerging technology for the quality assessment of pharmaceutical samples, from tablet manufacturing to final quality assurance. The traditional methods for the quality management of pharmaceutical tablets are time consuming and destructive, while spectroscopic techniques allow rapid analysis in a non-destructive manner. The advantage of spectroscopy is that it collects both spatial and spectral information (called hyperspectral imaging), which is useful for the chemical imaging of pharmaceutical samples. These chemical images provide both qualitative and quantitative information on tablet samples. In the pharmaceutics, spectroscopic techniques are used for a variety of applications, such as analysis of the homogeneity of powder samples as well as determination of particle size, product composition, and the concentration, uniformity, and distribution of the active pharmaceutical ingredient in solid tablets. This review paper presents an introduction to the applications of various spectroscopic techniques such as hyperspectroscopy and vibrational spectroscopies (Raman spectroscopy, FT-NIR, and IR spectroscopy) for the quality and safety assessment of pharmaceutical solid dosage forms. In addition, various chemometric techniques that are highly essential for analyzing the spectroscopic data of pharmaceutical samples are also reviewed.

A Review of Technologies for Detection and Measurement of Adulterants in Cereals and Cereal Products

  • Ambrose, Ashabahebwa;Cho, Byoung-Kwan
    • Journal of Biosystems Engineering
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    • 제39권4호
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    • pp.357-365
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    • 2014
  • Purpose: The continued increase in the world population has triggered an increased demand for food. Cereal grains, flour, and their products constitute the staple diet for most of the world's population. This high demand for food, particularly for cereal-based products, has been exploited for commercial gain through adulteration of food materials. We provide a thorough review of the current developments and limitations of modern, nondestructive analytical techniques used for detection of adulterants in cereals and their products and compare them with conventional methods. Results: Adulterated food poses a serious health risks to humans, animals, and the ecosystem in general. Over the last few decades, the adulteration industry has developed fraudulent practices that often outsmart conventional methods of detection and quality control. Therefore, technological advancements to aid in detection and measurement of adulterants in food products and to ensure food quality and safety are critically important to consumers worldwide. Conclusion: There is a continuous demand for development of nondestructive technology to improve the accuracy and efficiency of detection, measurement, and qualification of adulterants in cereals and other food materials.

Functional Roles of the Aromatic Residues in the Stabilization of the [$Fe_4S_4$] Cluster in the Iro Protein from Acidithiobacillus ferrooxidans

  • Zeng, Jia;Liu, Qing;Zhang, Xiaojian;Mo, Hongyu;Wang, Yiping;Chen, Qian;Liu, Yuandong
    • Journal of Microbiology and Biotechnology
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    • 제20권2호
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    • pp.294-300
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    • 2010
  • The Iro protein is a member of the HiPIP family with the [$Fe_4S_4$] cluster for electron transfer. Many reports proposed that the conserved aromatic residues might be responsible for the stability of the iron-sulfur cluster in HiPIP. In this study, Tyr10 was found to be a critical residue for the stability of the [$Fe_4S_4$] cluster, according to site-directed mutagenesis results. Tyr10, Phe26, and Phe48 were essential for the stability of the [$Fe_4S_4$] cluster under acidic condition. Trp44 was not involved in the stability of the [$Fe_4S_4$] cluster. Molecular structure modeling for the mutant Tyr10 proteins revealed that the aromatic group of Tyr10 may form a hydrophobic barrier to protect the [$Fe_4S_4$] cluster from solvent.

Investigation of Partial Least Squares (PLS) Calibration Performance based on Different Resolutions of Near Infrared Spectra

  • Chung, Hoe-Il;Choi, Seung-Yeol;Choo, Jae-Bum;Lee, Young-Il
    • Bulletin of the Korean Chemical Society
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    • 제25권5호
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    • pp.647-651
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    • 2004
  • Partial Least Squares (PLS) calibration performance has been systematically investigated by changing spectral resolutions of near-infrared (NIR) spectra. For this purpose, synthetic samples simulating naphtha were prepared to examine the calibration performance in complex chemical matrix. These samples were composed of $C_6-C_9$ normal paraffin, iso-paraffin, naphthene, and aromatic hydrocarbons. NIR spectra with four different resolutions of 4, 8, 16, and 32$cm^{-1}$ were collected and then PLS regression was performed. For PLS calibration, five different group compositions (such as total paraffin content) and six different pure components (such as benzene concentration) were selected. The overall results showed that at least 8$cm^{-1}$ resolution was required to resolve the complex chemical matrix such as naphtha. It was found that the influence of resolution on the PLS calibration was varied by the spectral features of a component.

Geographic authentication of rice (Oryza sativa L.) collected from Asian countries using multi-elements, stable isotope ratio, and chemometric analyses

  • Lee, Kyoung-Jin;Park, Sung-Kyu;Lee, Ji-Hee;Son, Na-Young;Chung, Ill-Min;Kim, Seung-Hyun
    • 한국작물학회:학술대회논문집
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    • 한국작물학회 2017년도 9th Asian Crop Science Association conference
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    • pp.263-263
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    • 2017
  • Rice (Oryza sativa L.) is the world's third largest food crop after wheat and corn. Geographic authentication of rice has recently emerged as an important issue for enhancing human health via food safety and quality assurance. Here, we aimed to discriminate rice from six Asian countries through geographic authentication using combinations of elemental/isotopic composition analysis and chemometric techniques. Principal components analysis could distinguish samples cultivated from most countries, except for those cultivated in the Philippines and Japan. Furthermore, orthogonal projection to latent structure-discriminant analysis provided clear discrimination between rice cultivated in Korea and other countries. The major common variables responsible for differentiation in these models were ${\delta}^{34}S$, Mn, and Mg. Our findings contribute to understanding the variations in elemental and isotopic compositions in rice depending on geographic origins, and offer valuable insight into the control of fraudulent labeling regarding the geographic origins of rice traded among Asian countries.

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A Chemometric Aided UV/Vis Spectroscopic Method for Kinetic Study of Additive Adsorption in Cellulose Fibers

  • Chal, Xin-Sheng;Zhou, Jinghong;Zhu, Hongxiang;Huang, Xiannan
    • 한국펄프종이공학회:학술대회논문집
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    • 한국펄프종이공학회 2006년도 PAN PACIFIC CONFERENCE vol.1
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    • pp.137-140
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    • 2006
  • This paper describes a technique combining chemometrics with UV spectroscopy for the determination of the concentra tions of two tissue additives (i.e., wet strength and softening agents) in a cellulose fiber containing solution. In single as ent solutions, the concentration of the additive can be measured by UV spectroscopy at the wavelength where the species having absorption. For a binary (i.e., containing two additives) solution system, the spectral characterization is very complicated. However, if aided by a chemometrical calibration technique, each additive in the binary solution can be quantified simultaneously. The present method is very rapid and simple, it can easily perform a continuous measurement in the changes in the additives' concentration after fiber addition, and therefore this becomes a valuable tool for the adsorption kinetics study of chemical additives onto the cellulose fibers. The time-dependent adsorption behaviors of the wet-strength, softening agent, and their both on fiber were also presented.

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