期刊文献+

基于遗传算法的波长选择方法在绿茶近红外光谱分析模型中的应用 被引量:21

Application of Characteristic Wavelength Selection Method in NIR Model of Green Tea Based on Genetic Algorithms
下载PDF
导出
摘要 利用遗传算法(GA)提取茶叶的近红外吸收特征波长的方法,研究建立了绿茶水分和氨基酸的近红外分析模型,并对波长选择前后两种成分的模型进行了比较分析。结果表明,经遗传算法波长选择后,简化了分析模型,同时模型的稳健性增强。氨基酸预测集的均方根误差(SEP)减小82.1%,水分预测集的均方根误差减小(SEP)76.6%,它们在波长选择前后对应的分析波长数之比分别为995∶7和1990∶33。 Two near IR models for the analysis of moisture and amino acid in green tea were established.The selection of the characteristic near IR absorption wavelengths for the analysis was based on the genetic algorithms.The models for the moisture and amino acid fore-and-aft the wavelength selection were compared.The results showed that the genetic algorithms was very effective in selecting the characteristic wavelength.The root mean square error of the predication for moisture and amino acid models were reduced by 82.1% and 76.6%,respectively and the ratio of wavenumbers fore-and-aft selection were 995∶7 and 1990∶33,respectively.
出处 《分析测试学报》 CAS CSCD 北大核心 2007年第5期679-681,685,共4页 Journal of Instrumental Analysis
基金 浙江省科技计划项目资助(2006C2144) 浙江省教育厅科研项目资助(20050381)
关键词 绿茶 近红外光谱 遗传算法 波长选择 Green tea Near infrared spectroscopy(NIR) Genetic algorithms(GA) Wavelength selection
  • 相关文献

参考文献14

  • 1ABRAHAMSSON C,JOHANSSON J,SPAREN A.Comparison of different variable selection methods conducted on NIR transmission measurements on intact tablets[J].Chemom Intell Lab Syst,2003,69:3-12.
  • 2褚小立,袁洪福,陆婉珍.近红外分析中光谱预处理及波长选择方法进展与应用[J].化学进展,2004,16(4):528-542. 被引量:567
  • 3HOLLAND J H.Adaptation in Natural and Artificial Systems[M].Cambridge:MIT Press,1975.
  • 4许禄.化学计量学[M].北京:科学出版社,2004.
  • 5RICCARDO L.Genetic algorithms in ehemometrics and chemistry:a review[J].J Chemometrics,2001,15:559-569.
  • 6LEARDI R,BOGGIA R,TERRILE M.Genetic algorithms as a strategy for feature selection[J].Journal of Chemometrics,1992,6:267-281.
  • 7BANGALORE A,SHAFFER R,SMALL G.Genetic algorithm-based method for selecting wavelengths and model size for use with partial least-squares regression:application to near-infrared spectroscopy[J].Anal Chem,1996,68:4200-4212.
  • 8LUCASIUS C B,KATEMAN G.Optimization of calibration data with the dynamic genetic algorithm[J].Anal Chim Acta,1992,268:123-134.
  • 9HAGEMAN J,STREPPEL M,WEHRENS R.Wavelength selection with Tabu search[J].Journal of Chemometrics,2003,17:427-437.
  • 10LUYPAERT J,ZHANG M,MASSART D.Feasibility study for the use of near infrared spectroscopy in the qualitative and quantitative analysis of green tea-Camellia silences(L)[J].Anal Chim Acta,2003,478:303-312.

二级参考文献28

共引文献606

同被引文献347

引证文献21

二级引证文献133

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部