|本期目录/Table of Contents|

[1]张芳,周昊,徐蓉,等.红外光谱结合PCA-LDA判别道地和非道地山药[J].江苏农业科学,2018,46(24):217-220.
 Zhang Fang,et al.Discrimination of trueborn Chinese yam by infrared spectra coupled with PCA-LDA analysis[J].Jiangsu Agricultural Sciences,2018,46(24):217-220.
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红外光谱结合PCA-LDA判别道地和非道地山药(PDF)
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《江苏农业科学》[ISSN:1002-1302/CN:32-1214/S]

卷:
第46卷
期数:
2018年第24期
页码:
217-220
栏目:
贮藏加工与检测分析
出版日期:
2018-12-20

文章信息/Info

Title:
Discrimination of trueborn Chinese yam by infrared spectra coupled with PCA-LDA analysis
作者:
张芳1 周昊1 徐蓉1 徐寸发1 韩伟1 徐为民1 李勇2
1.江苏省农业科学院中心实验室,江苏南京 210014; 2.江苏省农业科学院农产品质量安全与营养研究所,江苏南京 210014
Author(s):
Zhang Fanget al
关键词:
红外光谱道地山药主成分分析(PCA)线性判别分析(LDA)
Keywords:
-
分类号:
S632.101
DOI:
-
文献标志码:
A
摘要:
采用红外光谱结合主成分分析(PCA)法和线性判别分析(LDA)法对山药样本的道地与非道地性进行了分析。共采集9个省107个山药样品,红外光谱波长测定范围为4 000~525 cm-1,采用多元散射校正预去除散射干扰,结果表明,PCA法不能完全区分道地和非道地山药;而采用PCA-LDA法能够有效区分道地和非道地山药,利用蒙特卡罗模拟方法随机筛选训练集和预测集,重复运行1 000次,道地山药判定的准确率为97.53%,非道地山药判定的准确率为98.88%。因此,利用红外光谱结合PCA-LDA法能够进行道地山药的判定,具有一定的可行性和应用价值,为山药道地性鉴别提供了一种新的方法。
Abstract:
-

参考文献/References:

[1]刘敏娜,王桂清,卢其斌. 红外光谱技术的进展及其应用[J]. 精细化工中间体,2001,31(6):9-12.
[2]Sun Z J,Yi J Y,Huang Y D,et al. Properties of asphalt binder modified by bio-oil derived from waste cooking oil[J]. Construction and Building Materials,2016,102(1):496-504.
[3]Mehltretter A H,Wright D M,Smith M A. Variation in duct tape products over time:physical measurements and adhesive compositional analysis by Fourier transform infrared spectroscopy[J]. Forensic Chemistry,2017,4:1-8.
[4]Rizo R,Sebastian D,Rodriguez J L,et al. Influence of the nature of the carbon support on the activity of Pt/C catalysts for ethanol and carbon monoxide oxidation[J]. Journal of Catalysis,2017,348:22-28.
[5]陈玲,黄嫣然,李晓玺,等. 红外光谱在研究改性淀粉结晶结构中的应用[J]. 中国农业科学,2007,40(12):2821-2826.
[6]朱向荣,李高阳,黄绿红,等. 近红外光谱与化学计量学方法用于镉污染稻米的定性鉴别[J]. 分析化学,2015,43(4):599-603.
[7]Alamar P D,Carames E T,Poppi R J. Quality evaluation of frozen guava and yellow passion fruit pulps by NIR spectroscopy and chemometrics[J]. Food Research International,2016,85:209-214.
[8]Petrakis E A,Polissiou M G. Assessing saffron (Crocus sativus L.) adulteration with plant-derived adulterants by diffuse reflectance infrared Fourier transform spectroscopy coupled with chemometrics[J]. Talanta,2017,162:558-566.
[9]Fan R Q,Yang X E,Xie H T,et al. Determination of nutrients in hydroponic solutions using mid-infrared spectroscopy[J]. Scientia Horticulturae,2012,144(3):48-54.
[10]Alexandrakis D,Downey G,Scannell A M. Rapid non-destructive detection of spoilage of intact chicken breast muscle using near-infrared and Fourier transform mid-infrared spectroscopy and multivariate statistics[J]. Food and Bioprocess Technology,2012,5(1):338-347.
[11]刘明地,李仲,吴启勋,等. 枸杞产地的小波变换红外光谱的聚类分析鉴别[J]. 华中师范大学学报(自然科学版),2014,48(6):857-860,866.
[12]娄雅静,蔡皓,刘晓,等. 傅里叶变换红外光谱快速鉴别当归与硫磺熏蒸当归的研究[J]. 中国中药杂志,2012,37(8):1127-1132.
[13]Barsberg S,Sanadi A R,Jorgensen H. A new density functional theory (DFT) based method for supporting the assignment of vibrational signatures of mannan and cellulose-analysis of palm kernel cake hydrolysis by ATR-FT-IR spectroscopy as a case study[J]. Carbohydrate Polymers,2011,85(2):457-464.
[14]赵海燕,郭波莉,魏益民,等. 近红外光谱对小麦产地来源的判别分析[J]. 中国农业科学,2011,44(7):1451-1456.
[15]Chylinska M,Szymanska-Chargot M,Kruk B A. Study on dietary fibre by Fourier transform-infrared spectroscopy and chemometric methods[J]. Food Chemistry,2016,196:114-122.
[16]Schwe R,Fetzer I,Tnniges A,et al. Evaluation of FT-IR spectroscopy as a tool to quantify bacteria in binary mixed cultures[J]. Journal of Microbiological Methods,2011,86(2):182-187.
[17]齐路明,王元忠,张霁,等. 薯蓣属5种药食同源植物红外光谱鉴别研究[J]. 食品研究与开发,2016,37(8):139-143.
[18]向洋,凌静. 山药淀粉的研究进展[J]. 食品研究与开发,2009,30(1):147-150.
[19]Wold S,Kettaneh N,Fridén H,et al. Modelling and diagnostics of batch processes and analogous kinetic experiments[J]. Chemometrics and Intelligent Laboratory Systems,1998,44(1/2):331-340.
[20]袁玉峰,陶站华,刘军贤,等. 红外光谱结合主成分分析鉴别不同产地黄柏[J]. 光谱学与光谱分析,2011,31(5):1258-1261.
[21]张新新,李雨,纪玉佳,等. 主成分-线性判别分析在中药药性识别中的应用[J]. 山东大学学报(医学版),2012,50(1):143-146.
[22]王晓慧. 线性判别分析与主成分分析及其相关研究评述[J]. 中山大学研究生学刊(自然科学、医学版),2007,28(4):50-61.

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备注/Memo

备注/Memo:
收稿日期:2017-06-30
基金项目:江苏省自然科学基金(编号:BK20160576);江苏省农业科学院基金(编号:6111691)。
作者简介:张芳(1989—),女,江苏徐州人,硕士,主要从事仪器分析研究。E-mail:fangznjust@163.com。
通信作者:徐为民,副研究员,主要从事仪器管理方面研究。E-mail:wmxjaas@163.com。
更新日期/Last Update: 2018-12-20