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小波软阈值核心偏最小二乘法同时定量分析光谱严重重叠的四组分混合物 被引量:2

Simultaneous Quantitative Analysis of Mixture of Four Components with Overlapping Spectra by Wavelet Soft Thresholding Kernel Partial Least Squares Method
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摘要 用一种小波软阈值核心偏最小二乘(WSTKPLS)方法同时定量分析光谱严重重叠的对苯二酚、邻苯二酚、间苯二酚及苯酚的混合物。结合小波软阈值法和核心偏最小二乘法改进回归质量。选择小波函数、小波分解水平、阈值法类型以优化除噪效果。采用小波软阈值核心偏最小二乘法和偏最小二乘法编制了两个计算程序。计算结果表明,WSTKPLS方法是成功的且优于偏最小二乘法。 A wavelet soft thresholding kernel partial least squares (WSTKPLS) method was developed to perform simultaneous quantitative analysis of the mixture of o-dihydroxybenzene, m-dihydroxybenzene, p-dihydroxybenzene and phenol with overlapping spectra. The quality of regression was improved by combining wavelet soft thresholding with kernel partial least squares(KPLS). Wavelet function, decomposition level and type of thresholding method were selected for optimizing the efficiency of denoising. Two programs,PWSTKPLS and PKPLS were designed to perform relevant calculations. Experimental results showed WSTKPLS method was successful and better than KPLS method.
作者 高玲 任守信
出处 《石油化工》 CAS CSCD 北大核心 2004年第11期1083-1087,共5页 Petrochemical Technology
基金 国家自然科学基金项目(29965001)内蒙古自然科学基金项目。
关键词 小波软阈值法 核心偏最小二乘法 多组分同时分析 重叠光谱 对苯二酚 邻苯二酚 间苯二酚 苯酚 <Keyword>wavelet soft thresholding kernel partial least squares simultaneous multicomponent analysis overlapping spectra o-dihydroxybenzene m-dihydroxybenzene p-dihydroxybenzene phenol
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参考文献9

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  • 1曹卫东,汪炳武.磷酸三丁酯萃淋树脂富集水中痕量酚类化合物的研究[J].分析化学,1994,22(6):609-611. 被引量:11
  • 2殷永泉,邓兴彦,刘瑞辉,张凯,崔兆杰.石油化工废水处理技术研究进展[J].环境污染与防治,2006,28(5):356-360. 被引量:65
  • 3Kim Do-Gyun, Jung Min-Woo, Paeng Insook-Rhee, et al. Solid- Phase Extraction of Phenol and Chlorophenols in Water with a Chemically Modified Polymer-Supported Tetrakis (p-Carboxyphenyl) Porphyrin ( H2 TCPP). Microchem J, 1999,63 ( 1 ) : 134 - 139.
  • 4Gao Ling,Ren Shouxin. Simultaneous Multicomponent Analysis of Ovedapping Spectrophotometric Signals Using a Wavelet-Based Latent Variable Regression. Spectrochim Acta, Part A, 2008,71 (3) :959 -964.
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  • 7Ni Yongnian, Peng Yanyan, Kokot S. Fingerprinting of Complex Mixtures with the Use of High Performance Liquid Chromatography, Inductively Coupled Plasma Atomic Emission Spectroscopy and Chemometrics. Anal Chim Acta, 2008,616( 1 ) : 19 - 27.
  • 8Gao Ling, Ren Shouxin. Simultaneous Spectroctrophotometric Determination of Four Metals by Two Kinds of Partial Least Squares Methods. Spectrochim Acta, Part A, 2005,61 ( 13 - 14 ) : 3 013 3 019.
  • 9Westerhuis J A, de Jong S, Smilde A G. Direct Orthogonal Signal Correction. Chemometr lnteU Lab Syst, 2001, 56 ( 1 ) : 13 - 25.
  • 10Ren Shouxin,Gao Ling. Simultaneous Quantitative Analysis of Overlapping Spectrophotometric Signals Using Wavelet Multiresolution Analysis and Partial Least Squares. Talanta, 2000, 50 (6) : 1 163- 1 173.

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