基于高光谱的GA和SPA算法对赣南脐橙叶绿素定量分析

刘燕德; 张光伟; 蔡丽君

doi:doi:10.3964/j.issn.1000-0593(2012)12-3377-04

光谱学与光谱分析, 2012, 32 (12): 3377, 网络出版: 2013-01-14

基于高光谱的GA和SPA算法对赣南脐橙叶绿素定量分析

Analysis of Chlorophyll in Gannan Navel Orange with Algorithm of GA and SPA Based on Hyperspectral

论文大纲

刘燕德 ^*张光伟蔡丽君

作者单位

华东交通大学机电学院光机电技术及应用研究所, 江西南昌 330013

叶绿素含量高光谱成像赣南脐橙遗传算法连续投影算法 Chlorophyll content Hyper-spectral imaging Gannan navel orange GA SPA

摘要

用遗传算法(GA)和连续投影算法(SPA)分别提取了赣南脐橙叶片高光谱图像的有效信息, 对叶绿素的含量用偏最小二乘法(PLS)进行建模定量分析。高光谱图像标定后, 提取感兴趣区域(ROI)的平均光谱, 用GA和SPA算法分别选出了27和8条特征波长, 然后用PLS对叶绿素含量建模。 GA-PLS与SPA-PLS模型得到的预测集相关系数分别为0.80和0.83, 均方根误差分别为2.45和2.30。结果表明: SPA-PLS模型具有较高的优势, 可以结合高光谱技术对赣南脐橙叶绿素含量快速、无损的定量分析。

Abstract

The hyperspectral effective information of Gannan navel orange was extracted by genetic algorithm (GA) and successive projections algorithm (SPA) for partial least squares (PLS) model. Average spectral was extracted from region of interest(ROI) of hyperspectral images after preprocessing．GA and SPA were used to select 27 and 8 characteristic wavelengths for chlorophyll model with PLS. The correlation coefficients and rms error of GA-PLS were 0.80 and 2.45, and the correlation coefficients and rms error of SPA-PLS were 0.83 and 2.30, respectively．Overall results sufficiently demonstrate that SPA-PLS model has a greater advantage which can be combined with hyperspectral technique to be a nondestructive and rapid analytical method.

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刘燕德, 张光伟, 蔡丽君. 基于高光谱的GA和SPA算法对赣南脐橙叶绿素定量分析[J]. 光谱学与光谱分析, 2012, 32(12): 3377. LIU Yan-de, ZHANG Guang-wei, CAI Li-jun. Analysis of Chlorophyll in Gannan Navel Orange with Algorithm of GA and SPA Based on Hyperspectral[J]. Spectroscopy and Spectral Analysis, 2012, 32(12): 3377.

基于高光谱的GA和SPA算法对赣南脐橙叶绿素定量分析

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