光谱学与光谱分析
光譜學與光譜分析
광보학여광보분석
SPECTROSCOPY AND SPECTRAL ANALYSIS
2014年
6期
1645-1648
,共4页
张银涛%葛宏立%孙贞%邹红玉
張銀濤%葛宏立%孫貞%鄒紅玉
장은도%갈굉립%손정%추홍옥
铁皮石斛%多糖%高光谱%偏最小二乘回归
鐵皮石斛%多糖%高光譜%偏最小二乘迴歸
철피석곡%다당%고광보%편최소이승회귀
Dendrobiumofficinale%Polysaccharide%Hyperspectral%PLSR
铁皮石斛是我国传统的中草药,多糖含量是衡量其品质优劣的一个重要指标。主要研究铁皮石斛多糖含量与光谱间的关系,旨在寻找铁皮石斛多糖含量的无损检测方法。研究方法:实验材料选自不同处理铁皮石斛组培苗和不同生长阶段的驯化苗。其中36个样本作为建模样本建立模型,11个样本作为检验样本对模型进行检验。分别采用偏最小二乘回归法和因子分析法建立样本光谱与多糖含量间的关系。结果表明:(1)光谱一阶微分与多糖含量的相关性优于光谱反射率,其中对多糖含量较敏感的波段主要集中在可见光区域。(2)偏最小二乘回归法的模型决定系数最高,但其预测能力较差。因子分析法模型具有较好预测能力,基于光谱反射率因子分析模型和基于光谱一阶微分因子分析模型的相对分析误差分别为2.269和2.305。
鐵皮石斛是我國傳統的中草藥,多糖含量是衡量其品質優劣的一箇重要指標。主要研究鐵皮石斛多糖含量與光譜間的關繫,旨在尋找鐵皮石斛多糖含量的無損檢測方法。研究方法:實驗材料選自不同處理鐵皮石斛組培苗和不同生長階段的馴化苗。其中36箇樣本作為建模樣本建立模型,11箇樣本作為檢驗樣本對模型進行檢驗。分彆採用偏最小二乘迴歸法和因子分析法建立樣本光譜與多糖含量間的關繫。結果錶明:(1)光譜一階微分與多糖含量的相關性優于光譜反射率,其中對多糖含量較敏感的波段主要集中在可見光區域。(2)偏最小二乘迴歸法的模型決定繫數最高,但其預測能力較差。因子分析法模型具有較好預測能力,基于光譜反射率因子分析模型和基于光譜一階微分因子分析模型的相對分析誤差分彆為2.269和2.305。
철피석곡시아국전통적중초약,다당함량시형량기품질우렬적일개중요지표。주요연구철피석곡다당함량여광보간적관계,지재심조철피석곡다당함량적무손검측방법。연구방법:실험재료선자불동처리철피석곡조배묘화불동생장계단적순화묘。기중36개양본작위건모양본건립모형,11개양본작위검험양본대모형진행검험。분별채용편최소이승회귀법화인자분석법건립양본광보여다당함량간적관계。결과표명:(1)광보일계미분여다당함량적상관성우우광보반사솔,기중대다당함량교민감적파단주요집중재가견광구역。(2)편최소이승회귀법적모형결정계수최고,단기예측능력교차。인자분석법모형구유교호예측능력,기우광보반사솔인자분석모형화기우광보일계미분인자분석모형적상대분석오차분별위2.269화2.305。
The obj ectives in the present paper were to study the relationship between the polysaccharide content and the spec-trum,aimed at finding a non destructive testing method for the measurement of polysaccharide content.Materials in this study were from tissue culture seedlings under different treatments and domesticated plants in different growth stages.In the study,36 samples were used to build estimation models and another 11 as test samples to examine the models.The relationship between the spectrum and polysaccharide content was investigated by partial least squares regression (PLSR)and factor analysis.The re-sults show that (1 )there was stronger correlation between derivative reflectance and polysaccharide content,and the sensitive wavebands mainly concentrated in the visible region.(2 )The PLSR model has a high precision,while its prediction accuracy is lower.The models of factor analysis have higher prediction accuracy,the RPD of the model based on spectral reflectance is 2. 269 and that of derivative reflectance is 2. 305.