基于改进siPLS法建立5种含CaCO_3中药的拉曼光谱定量模型Quantitative models of Raman spectroscopy for five kinds of traditional Chinese medicine containing CaCO_3 based on an improved siPLS
陈龙;袁明洋;明晶;刘义梅;黄必胜;陈科力;
CHEN Long;YUAN Ming-yang;MING Jing;LIU Yi-mei;HUANG Bi-sheng;CHEN Ke-li;Key laboratory of Traditional Chinese Medicine Resource and Compound Prescription,Hubei University of Chinese Medicine;Wuhan Hospital of Traditional Chinese Medicine Wuhan Research Institute of Traditional Chinese Medicine State Administration of Traditional Chinese Medicine Level 3 Laboratory of Traditional Chinese Medicine;
摘要(Abstract):
研究探索应用拉曼光谱技术对5种含Ca CO3中药进行快速含量测定。实验采集不同来源的鱼脑石、鹅管石、花蕊石、南寒水石、钟乳石及实验室自制的不同Ca CO3含量的药材配比品,共67批样品的拉曼光谱,以EDTA滴定法测定值为参照,在确定上述5种中药拉曼特征谱段的基础上,采用一种改进的组合区间偏最小二乘法(si PLS)对特征谱段进行优化,确定建模谱段为1 2901 280,7301 280,730714,700714,700690,660690,660650,465650,465460,455460,455445,405445,405385 cm-1,建立Ca CO3定量分析模型,并对模型进行评价及验证。所建定量模型对Ca CO3质量分数在0.465 4385 cm-1,建立Ca CO3定量分析模型,并对模型进行评价及验证。所建定量模型对Ca CO3质量分数在0.465 40.999 7,预测结果良好,模型预测值与参照值的平均相对偏差2.71%,平均回收率100.46%。结果表明:利用改进的si PLS优化所得特征谱段建立的Ca CO3拉曼光谱定量分析模型相对于初始谱段所建模型效果较好,该模型可用于对5种中药的Ca CO3含量的快速测定。
The aim of this paper is to apply Raman spectroscopy technique to develop rapid quantitative models for five kinds of Traditional Chinese Medicine containing Ca CO3. In the experiment,Raman spectras of 67 batch of sample including Otolithum Sciaenae,Galaxeae Os,Ophicalcitum,Calcite,Stalactite and their mixture which had different content of Ca CO3 were collected,and the quantitative models were established by using an improved si PLS to optimize the characteristic spectral bands and using the Ca CO3 contents which were measured by EDTA titration method as references. Compared with the results by EDTA titration,the established quantitative model for Ca CO3 content showed a prediction result that the average relative deviation of the prediction results is 2. 71% and the average recovery rate was 100. 46%,when the content is between 0. 465 4-0. 999 7,and when the characteristic spectral bands of1 290-1 280,730-714,700-690,660-650,465-460,455-445,405-385 cm- 1had been optimized. The result also showed that the model using Raman spectroscopy and based on an improved si PLS can get a rapid determination for contents of 5 kinds of Traditional Chinese Medicine containing Ca CO3.
关键词(KeyWords):
拉曼光谱;CaCO3;siPLS;特征谱段优化;定量模型
Raman spectroscopy;CaCO3;siPLS;optimization of characteristic spectral bands;quantitative model
基金项目(Foundation): 武汉市2012年高新技术产业发展行动计划生物技术与新医药专项(201260523193)
作者(Authors):
陈龙;袁明洋;明晶;刘义梅;黄必胜;陈科力;
CHEN Long;YUAN Ming-yang;MING Jing;LIU Yi-mei;HUANG Bi-sheng;CHEN Ke-li;Key laboratory of Traditional Chinese Medicine Resource and Compound Prescription,Hubei University of Chinese Medicine;Wuhan Hospital of Traditional Chinese Medicine Wuhan Research Institute of Traditional Chinese Medicine State Administration of Traditional Chinese Medicine Level 3 Laboratory of Traditional Chinese Medicine;
参考文献(References):
- [1]赵婷,高昂,巩江,等.鱼脑石药学研究概况[J].辽宁中医药大学学报,2011,13(9):82.
- [2]中国药典.一部[S].2010:149.
- [3]陈龙,袁明洋,余驰,等.8种含碳酸盐的矿物类中药的近红外光谱特征谱段分析[J].药物分析杂志,2015,35(4):654.
- [4]袁明洋,黄必胜,余驰,等.8种含碳酸盐的矿物类中药近红外定性定量模型的建立[J].中国中药杂志,2014,39(2):267.
- [5]刘桂花,张中湖.拉曼与近红外、中红外光谱在药品掺杂筛选应用中的前景分析[J].齐鲁药事,2012,31(11):634
- [6]陆婉珍.现代近红外光谱分析技术[M].北京:中国石化出版社,2010:174.
- [7]刘静,雷国莲,颜永刚,等.花蕊石及其炮制品的粉晶X射线衍射分析[J].中国实用医药,2011,6(33):8.
- [8]赵俊哲,吕新彪.高压下白云石的原位拉曼光谱研究[J].岩矿测试,2008,27(5):337.
- [9]杜广鹏,范建良.方解石族矿物的拉曼光谱特征[J].矿物岩石,2010,30(4):32.
- [10]Gunasekaran S,Anbalagan G.Spectroscopic characterization of natural calcite minerals[J].Spectrochim Acta A,2007,68(3):656.
- [11]付培歌,郑海飞.常温0.1-2GPa压力下文石的拉曼光谱研究[J].光谱学与光谱分析,2011,31(1):1227.
- [12]白雁.现代近红外光谱分析技术在药品及食品品质评价系统中的应用[M].北京:高等教育出版社,2009:138.
- [13]严衍禄.近红外光谱分析基础与应用[M].北京:中国轻工业出社,2005.
- [14]尼珍,胡昌勤,冯芳.近红外光谱分析中光谱预处理方法的作用及其发展[J].药物分析杂志,2008,28(5):824.
- [15]胡昌勤,冯艳春.近红外光谱法快速分析药品[M].北京:化学工业出版社,2009:67.
- [16]Ying Yibin,Liu Yande.Nondestructive measurement of internal quality in pear using genetic algorithms and FT-NIR spectroscopy[J].J Food Eng,2008,84(2):206.
- [17]史智佳,李鹏飞,吕玉,等.移动窗口偏最小二乘法优选猪油丙二醛近红外光谱波段[J].中国食品学报,2014,14(11):207.
- [18]Norgaard L,Saudland A,Wagner J,et al.Interval partial least squares regression(i PLS):a comparative chemometric study with an example from near-infrared spectroscopy[J].Appl Spectrosc,2000,54(3):413.
- [19]孙柏玲,刘君良,柴宇博.基于近红外光谱和偏最小二乘法的慈竹纤维素结晶度预测研究[J].光谱学与光谱分析,2011,31(2):366.
- [20]Zou Xiaobo,Zhao Jiewen.Use of FT-NIR spectrometry innon-invasive measurements of soluble solid contents(SSC)of“Fuji”apple based on different PLS models[J].Chemometr Intell Lab Syst,2007,87(1):43.
- [21]陆宇振,杜罗文,余常兵,等.红外光声光谱技术结合区间、组合区间偏最小二乘测定油菜籽含氮量和含油量[J].分析试验室,2013,32(9):78.
- [22]闵顺耕,李宁,张明祥.近红外光谱分析中异常值的判别与定量模型优化[J].光谱学与光谱分析,2004,24(10):1205.
- [23]祝诗平,王一鸣,张小超.等.近红外光谱建模异常样品剔除准则与方法[J].农业机械学报,2004,35(4):115.
- [24]史波林,赵镭,刘文,等.苹果内部品质近红外光谱检测的异常样本分析[J].农业机械学报,2010,41(2):112.
- [25]史智佳,李鹏飞,吕玉,等.移动窗口偏最小二乘法优选猪油丙二醛近红外光谱波段[J].中国食品学报,2014,14(11):207.
- 拉曼光谱
- CaCO3
- siPLS
- 特征谱段优化
- 定量模型
Raman spectroscopy - CaCO3
- siPLS
- optimization of characteristic spectral bands
- quantitative model
- 陈龙
- 袁明洋
- 明晶
- 刘义梅
- 黄必胜
- 陈科力
CHEN Long- YUAN Ming-yang
- MING Jing
- LIU Yi-mei
- HUANG Bi-sheng
- CHEN Ke-li
- Key laboratory of Traditional Chinese Medicine Resource and Compound Prescription
- Hubei University of Chinese Medicine
- Wuhan Hospital of Traditional Chinese Medicine Wuhan Research Institute of Traditional Chinese Medicine State Administration of Traditional Chinese Medicine Level 3 Laboratory of Traditional Chinese Medicine
- 陈龙
- 袁明洋
- 明晶
- 刘义梅
- 黄必胜
- 陈科力
CHEN Long- YUAN Ming-yang
- MING Jing
- LIU Yi-mei
- HUANG Bi-sheng
- CHEN Ke-li
- Key laboratory of Traditional Chinese Medicine Resource and Compound Prescription
- Hubei University of Chinese Medicine
- Wuhan Hospital of Traditional Chinese Medicine Wuhan Research Institute of Traditional Chinese Medicine State Administration of Traditional Chinese Medicine Level 3 Laboratory of Traditional Chinese Medicine