نتایج جستجو برای: plsda

تعداد نتایج: 68  

2011
Lu Xu De-Hua Deng Chen-Bo Cai Hong-Wei Yang

This paper presents the automatic discrimination of geographical origins of milks from Western Yunnan Plateau areas and eastern China by excitation-emission fluorescence spectrometry and chemometrics. Genuine plateau milks (n = 60) and milks from eastern China (n = 89) are scanned in the regions of 180-300 nm for excitation and 200-800 nm for emission. Different options of data analysis are inv...

Journal: :Biosystems Engineering 2021

In precision agriculture and plant breeding, the amount of data tends to increase. This massive is becoming more complex, leading difficulties in managing analysing it. Optical instruments such as NIR Spectroscopy or hyperspectral imaging are gradually expanding directly field, increasing spectral database. Using these tools allows access non-destructive rapid measurements classify new varietie...

Journal: :Scientific reports 2016
Yongni Shao Linjun Jiang Hong Zhou Jian Pan Yong He

In our study, the feasibility of using visible/near infrared hyperspectral imaging technology to detect the changes of the internal components of Chlorella pyrenoidosa so as to determine the varieties of pesticides (such as butachlor, atrazine and glyphosate) at three concentrations (0.6 mg/L, 3 mg/L, 15 mg/L) was investigated. Three models (partial least squares discriminant analysis combined ...

2013
Lu Xu Si-Min Yan Zi-Hong Ye Xian-Shu Fu Xiao-Ping Yu

The feasibility of electronic tongue and multivariate analysis was investigated for discriminating the specific geographical origins of a Chinese green tea with Protected Designation of Origin (PDO). 155 Longjing tea samples from three subareas were collected and analyzed by an electronic tongue array of 7 sensors. To remove the influence of abnormal measurements and samples, robust principal c...

2015
Haiyan Fu Yao Fan Xu Zhang Hanyue Lan Tianming Yang Mei Shao Sihan Li

As an effective method, the fingerprint technique, which emphasized the whole compositions of samples, has already been used in various fields, especially in identifying and assessing the quality of herbal medicines. High-performance liquid chromatography (HPLC) and near-infrared (NIR), with their unique characteristics of reliability, versatility, precision, and simple measurement, played an i...

2015
Hongtu Xie Jinsong Zhao Qiubing Wang Yueyu Sui Jingkuan Wang Xueming Yang Xudong Zhang Chao Liang

Soil types have traditionally been determined by soil physical and chemical properties, diagnostic horizons and pedogenic processes based on a given classification system. This is a laborious and time consuming process. Near infrared (NIR) spectroscopy can comprehensively characterize soil properties, and may provide a viable alternative method for soil type recognition. Here, we presented a pa...

Journal: :Journal of chemical information and computer sciences 2003
Michael J. Sorich John O. Miners Ross A. McKinnon David A. Winkler Frank R. Burden Paul A. Smith

Partial least squares discriminant analysis (PLSDA), Bayesian regularized artificial neural network (BRANN), and support vector machine (SVM) methodologies were compared by their ability to classify substrates and nonsubstrates of 12 isoforms of human UDP-glucuronosyltransferase (UGT), an enzyme "superfamily" involved in the metabolism of drugs, nondrug xenobiotics, and endogenous compounds. Si...

2017
Ying Zhu

In this study, two functional logistic regression models with functional principal component basis (FPCA) and functional partial least squares basis (FPLS) have been developed to distinguish precancerous adenomatous polyps from hyperplastic polyps for the purpose of classification and interpretation. The classification performances of the two functional models have been compared with two widely...

Journal: :Detritus 2022

The proposed study was carried out to develop a fast and efficient strategy for plastic waste sensor-based sorting in recycling plants, based on hyperspectral imaging (HSI), combined with variable selection methods, produce high-quality recycled polyethylene terephthalate (PET) flakes stream. Variable techniques were applied order identify limited number of spectral bands useful recognize the p...

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