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Changsha University of Science and Technology

2022

Principal component analysis

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Full-Text Articles in Life Sciences

Evaluation Of The Effect Of Kiwifruit Cultivars On The Quality Of Kiwifruit Chips, An Chuan-Hui, Huang Wen-Jun, Zhong Cai-Hong, He Jian-Jun, Chen Xue-Ling, Zhang Qi Dec 2022

Evaluation Of The Effect Of Kiwifruit Cultivars On The Quality Of Kiwifruit Chips, An Chuan-Hui, Huang Wen-Jun, Zhong Cai-Hong, He Jian-Jun, Chen Xue-Ling, Zhang Qi

Food and Machinery

Objective: The aim of this study was to analysis the effect of cultivars on the adaptability of kiwifruit processing to chips while six cultivars of kiwifruit were used as the raw material. Methods: Kiwifruit chips were prepared by the method of vacuum freeze-dried. Sensory evaluation and nine indexes such as the yield of kiwifruit chips, water-soluble pectin, acid-soluble pectin, soluble sugar, total acid content, sugar-acid ratio. ascorbic acid content, hardness and crispness of kiwifruit chips were analyzed. Results: There were significantly differences among yield, nutrient content and sensory indicators in kiwifruit chips while the kiwifruit chips were …


Construction Of Evaluation Model Of Volatile Flavor Intensity Of Cyclic Stewed Beef Based On Principal Component Analysis, Meng Xiang-Ren, Gao Zi-Wu, Wang Heng-Peng, Tu Ming-Liang, Wu Dan-Xuan, Gao Su-Min, Liu Zong-Zhen Nov 2022

Construction Of Evaluation Model Of Volatile Flavor Intensity Of Cyclic Stewed Beef Based On Principal Component Analysis, Meng Xiang-Ren, Gao Zi-Wu, Wang Heng-Peng, Tu Ming-Liang, Wu Dan-Xuan, Gao Su-Min, Liu Zong-Zhen

Food and Machinery

Objective:In order to evaluate the difference of characteristic flavor intensity between different times of cyclic stewed beef.Methods:The volatile flavor compounds in circulating stewed beef were determined by solid phase microextraction-gas chromatography-mass spectrometry (SPME-GC-MS), and the key flavors with important contribution were screened out according to the relative odor activity value. The flavor substances contributed by circulating stewed beef were analyzed by principal component analysis, the flavor intensity evaluation model of cyclic stewed beef was established, and the comprehensive evaluation of cyclic stewed beef was carried out combined with sensory evaluation.Results:The seven key flavourings were n-hexanal, …


Quality Evaluation Of 21 Kinds Of Non-Waxy Proso Millet Based On Principal Component Analysis, Zhao Ning, Xie Fei, Liang Ji-Bao, Feng Bai-Li, Du Shuang-Kui Oct 2022

Quality Evaluation Of 21 Kinds Of Non-Waxy Proso Millet Based On Principal Component Analysis, Zhao Ning, Xie Fei, Liang Ji-Bao, Feng Bai-Li, Du Shuang-Kui

Food and Machinery

Objective: This study aimed to evaluate the quality of different non-waxy proso millet varieties. Methods: 21 non-waxy proso millet varieties were selected as experimental materials, and their nutritional composition, pasting characteristics, cooking characteristics and texture characteristics were measured. The quality difference and index correlations between different non-waxy proso millet varieties were analyzed and compared. Principal component analysis was used to evaluate their quality. Results: The texture characteristics, crude fat content, setback, breakdown and final viscosity had great differences among the tested varieties, and the variation coefficient of pasting temperature and starch content was small, which were relatively …


Quality Comprehensive Assessment And Measurement Amino Acid Content Of 12 Varieties Of Millet, Sun Qiang, Guo Yong-Xia Oct 2022

Quality Comprehensive Assessment And Measurement Amino Acid Content Of 12 Varieties Of Millet, Sun Qiang, Guo Yong-Xia

Food and Machinery

Objective: This study aimed to provide the basis for selection and identification, quality breeding and comprehensive processing and utilization of millet germplasm resources. Methods: 12 varieties of millet were used to be tested objects, amino acid content of millet were measured, and then the content of 17 kinds of amino acids in millet were used to be evaluation index and applied to principal component analysis and comprehensive evaluation of quality. Millet varieties were clustered by clustering analysis. Results: The affected order of millet varieties on the content of 17 kinds of amino acids was Ser>Lys>Arg>His>Met>Ile>Thr>Gly>Pro>Tyr>Phe>Asp>Cys>Glu>Leu>Val>Ala. 2 principal …


Determination And Principal Component Analysis Of 8 Kinds Of Bioactive Substances In Different Flaxseed Vareties, Sun Qiang, Wang Li-Yan, Jing Rui-Yong, Guo Yong-Cia Oct 2022

Determination And Principal Component Analysis Of 8 Kinds Of Bioactive Substances In Different Flaxseed Vareties, Sun Qiang, Wang Li-Yan, Jing Rui-Yong, Guo Yong-Cia

Food and Machinery

Objective:Thisstudy aimedto investigatethedifference of bio activators from different flaxseed .Methods: 12flaxseed varieties were used as study objectives, 8kindsofbioac-tivat ors from different varieties of flaxseed were measured andanalyzed by principal component and clustering.Results:Theorder of effect of flaxseed varieties on bioactive substances was asfollows:lignan>total cyanide>flavone>phytosterol>total phe-no lic acid>to cop hero nic acid>FRAP value>DP PH value.3 principal components were extracted by principal component a-nalysis and their accumulative contribution ratereach to82.925%.The first, second and third principal component weremainly determined by flavone and FRAP values, lignan and to co-p hero nic acid, total cyanide and total phenolic acid, respectively.12 flaxseed …


Effects Of Different Drying Methods On Volatile Substances Of Taro Slices, Yang Yu, Liang Duan, Song Pei, Wang Xue-Qing, Dong Zhong, Sun Xue, Liu Yun-Hong Oct 2022

Effects Of Different Drying Methods On Volatile Substances Of Taro Slices, Yang Yu, Liang Duan, Song Pei, Wang Xue-Qing, Dong Zhong, Sun Xue, Liu Yun-Hong

Food and Machinery

Objective: This study aimed to explore the effects of different drying methods on the volatile components of taro slices. Methods: Volatile compound composition and volatile characteristics of five different drying methods of dried taro slices were studied. Taro and the ones dried by five drying methods, i.e. hot-air drying (HAD), contact-ultrasound enhanced hot-air drying (CU-HAD), far-infrared radiation drying (FIRD), contact-ultrasound enhanced far-infrared radiation drying (CU-FIRD) and freeze drying (FD),were analyzed by gas chromatography-mass spectrometry (GC-MS) with water-vapor distillation method. Volatile components were analyzed in conjunction with principal component analysis (PCA). Results: A total of 149 volatile compounds …


Differential Analysis Of Volatile Substances In Fresh Gastrodia Elata From Different Varieties And Origin, Sun Hai-Yan, Hao Dan-Qing, Li Xin-Sheng, Jin Wen-Gang Jul 2022

Differential Analysis Of Volatile Substances In Fresh Gastrodia Elata From Different Varieties And Origin, Sun Hai-Yan, Hao Dan-Qing, Li Xin-Sheng, Jin Wen-Gang

Food and Machinery

Objective:This study aimed to analyze the differences of volatile compounds among fresh Gastrodia elata of different varieties and origins.Methods:Volatile components of fresh G. elata from six origin and three varieties were analyzed by gas chromatography-ion mobility spectrometry (GC-IMS) technology, and quantified and qualitatively from different angles using VOCal and Reporter, Gallery Plot and Dynamic PCA inserts and "nearest neighbor" fingerprint analysis.Results:In this study, a total of 75 kinds of volatile compounds were detected. Among them, 45 kinds of compounds were identified, including 16 aldehydes, 9 esters, 6 alcohols, 5 ketones and 3 acids. Principal component …


Rock Tea Packaging Design Based On Perceptual Engineering, Chen Jing-Wen Jul 2022

Rock Tea Packaging Design Based On Perceptual Engineering, Chen Jing-Wen

Food and Machinery

According to the perceptual engineering research paradigm, rock tea packaging design research framework of perceptual engineering is used as a guide to determine the typical samples and core perceptual vocabulary of rock tea packaging through various methods such as literature search, expert evaluation, KJ method, questionnaire survey, etc. The semantic difference method is used to quantify user perceptions and conduct principal component analysis to arrive at rock tea packaging presenting four core perceptual attributes: bright, environmentally friendly, exquisite and the mapping relationship between the core perceptual vocabulary and design elements was obtained through class category analysis to obtain a rock …


Quality Comprehensive Assessment Of Different Maize Varieties Based On Aminoaicds Content, Sun Qiang, Guo Yong-Xia Jul 2022

Quality Comprehensive Assessment Of Different Maize Varieties Based On Aminoaicds Content, Sun Qiang, Guo Yong-Xia

Food and Machinery

Objective:To study quality difference of different maize varieties based on amino acid content.Methods:16 Xinyumaize series varieties were used to be tested materials, amino acid content of corn kernel were measuredand used to be evaluation index and applied to principal component analysis and clustering analysis.Results:The affected order of maize varieties on 16 amino acid content was Met>His>Tyr>Pro>Thr>Leu>Glu>Ser>Phe>Val>Asp>Ala>Ile>Gly>Arg. 2 principal components were extracted by principal component analysis, its accumulative variance contribution rate reach to 90.227%, Ala, Ser, Glu, Leu, Asp, Phe and Met can be used to comprehensive assessment index of 16 maize varieties. Based on amino …


Determination Of Seven Kinds Of Saponins In Panax Japonicus C. A. Mey From Different Regions By Chemometric Evaluation, Zhang Si-Min, Zhang Ye, Wu Hong-Nian, Liu Long-Ji, Shen Pei-Yao, Yan Jian-Ye, Yang Lei Jul 2022

Determination Of Seven Kinds Of Saponins In Panax Japonicus C. A. Mey From Different Regions By Chemometric Evaluation, Zhang Si-Min, Zhang Ye, Wu Hong-Nian, Liu Long-Ji, Shen Pei-Yao, Yan Jian-Ye, Yang Lei

Food and Machinery

Objective:This study aimed to establish UPLC method for simultaneous determination of seven kinds of saponins in Panax japonicus and evaluate its quality combined with chemometrics analysis.Methods:ACQUITY UPLC BEH C18 column (2.1 mm×100 mm, 1.7 μm) was used, and the mobile phase was water (A)-acetonitrile (B) with gradient elution. The flow rate was 0.4 mL/min, at 30 ℃, and the injection volume was 1 μL detected 203 nm. Cluster analysis, principal component analysis (PCA) and quality fluctuation analysis in chemometrics were used to identify the content determination results, in order to analyze the similarities and differences …


Pork Quality Identification Based On Principal Component Analysis And Improved Support Vector Machine, Zhang Bao-Xia Jul 2022

Pork Quality Identification Based On Principal Component Analysis And Improved Support Vector Machine, Zhang Bao-Xia

Food and Machinery

Objective:In order to eliminate the large amount of redundant information in near-infrared spectroscopy and to improve the accuracy of pork quality identification, and to establish a method for rapid identification of pork quality.Methods:Principal component analysis was used to reduce the dimensionality of pork spectrum data and the characteristic wavelengths of pork spectrum were selected. The parameters of the support vector machine (SVM) model were optimized by the salp swarm algorithm. Pork quality recognition model was proposed based on an improved support vector machine optimized by salp swarm algorithm.Results:compared with grey wolf optimization algorithm improved SVM (GWO-SVM), grid …