|
|
|
|
|
|
Study on the Three-Dimensional Fluorescence Spectra of Oil Mixture and Its Composition Based on Tri-PLS Model |
WANG Yu-tian1, ZHANG Li-juan1, 2*, ZHAO Xu1, CHEN Yi-qiang3, PAN Zhao1, CAO Li-fang1, XU Jing1, YUAN Yuan-yuan1, NIU Kai-zeng1, ZHANG Ya-ji1 |
1. Key Lab of Measurement Technology and Instrumentation of Hebei Province, Yanshan University,Qinhuangdao 066004, China
2. Hebei University of Environmental Engineering, Qinhuangdao 066102, China
3. Shenyang Academy of Instrumentation Science Co., Ltd., Shenyang 110043, China |
|
|
Abstract A new method which extend the partial least squares (PLS) method to three-dimensional (tri-PLS) and don’t need to care about the eigenvalue is presented to determinate the content of a variety of mineral oil mixture with overlapping spectra. This method is used to study the three-dimensional fluorescence spectra of the mixture of diesel, gasoline and kerosene. The 3D data matrix is constructed on the basis of the sample sequence, the excitation wavelength and the emission wavelength. The combination of 3D data matrix and the concentration matrix can be modeled by tri-PLS to predict the test samples.The experimental results show that the modeling precision of tri-PLS is superior to PARAFAC.
|
Received: 2015-11-09
Accepted: 2016-08-20
|
|
Corresponding Authors:
ZHANG Li-juan
E-mail: ljzhang717@163.com
|
|
[1] TANG Yuan-he, LIU Qing-song, MENG Lei, et al(唐远河, 刘青松, 蒙 磊, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2015, 35(2): 424.
[2] Chelsea Spier, William T Stringfellow, Terry C Hazenl. Environmental Pollution, 2013,173: 225.
[3] Bernabeu A M, Fernandez-Fernadez S, Bouchette F. Journal of Hazardous Materials, 2013, 250~251: 84.
[4] WU Zhong-biao(吴中标). Air Pollution Monitoring and Supervision(大气污染监测与监督). Beijing: Chemical Industry Press(北京:化学工业出版社),2003. 18.
[5] SHANG Li-ping, YANG Ren-jie(尚丽平, 杨仁杰). Field Fluorescence Spectrum Technology and Application(现场荧光光谱技术及其应用). Beijing: Science Press(北京: 科学出版社), 2009.
[6] Bro R. Journal of Chemometrics, 1996, 10: 47.
[7] Goicoechea H C, Calimag-Williams K, Campiglia A D. Analytica Chimica Acta, 2012, 717(5): 100.
[8] Calimag-Williams K, Knobel G, Goicoechea H C, et al. Analytica Chimica Acta, 2014, 811: 60.
[9] Singh K P, Malik A, Basant N, et al. Analytica Chimica Acta, 2007, 584(2): 385.
[10] Yang R, Liu R, Xu K. Food Bioscience, 2013, 2: 61.
[11] Shahlaei M, Fassihi A, Saghaie L, et al. Research in Pharmaceutical Sciences, 2014, 9(2).
[12] Hanafi M, Ouertani S S, Boccard J, et al. Computational Statistics & Data Analysis, 2015, 83: 129.
[13] PAN Zhao(潘 钊). The study of Oil Pollution Recognition Measurement Method and Experiment Based on Fluorescence Spectrum Analysis(基于荧光光谱分析的石油类污染物识别测量方法及其实验研究). Yanshan University(燕山大学), 2012.
|
[1] |
TAN Ai-ling1, WANG Si-yuan1, ZHAO Yong2, ZHOU Kun-peng1, LU Zhang-jian1. Research on Vinegar Brand Traceability Based on Three-Dimensional Fluorescence Spectra and Quaternion Principal Component Analysis[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(07): 2163-2169. |
[2] |
OUYANG Heng1,2*, XIAO Jian-ren3, LIN Xiu-yong4, FAN Gong-duan4*. Compositional Characteristics of Dissolved Organic Matter in Water Treatment Systems of Water Source Heat Pump Based on Three-Dimensional Fluorescence Analysis[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(04): 1146-1152. |
[3] |
WANG Yu-tian, LIU Ting-ting*, LIU Ling-fei, YANG Zhe, CUI Yao-yao. Determination of Polycyclic Aromatic Hydrocarbons in Water Based on Three Dimensional Fluorescence Spectroscopy Combined with Wavelet Compression and APTLD[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(04): 1171-1177. |
[4] |
ZHOU Yan-lei1, ZHOU Fei-fei1, JIANG Cong-cong1, SHI Xiao-yong1,2*, SU Rong-guo1. Research of Identification Method for the Oil Spills Species Based on Fluorescence Excitation-Emission Matrix and Parallel Factor Analysis[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(02): 475-480. |
[5] |
XIE Zhi-yong1,2, XIE Li-qin1,2, JIANG Shen-hua1,2,3*, QU Wen-juan1,3, ZHANG Xiao-xia1,2, ZHANG Hua-hao1,2, HAO Shu1,2, ZHANG Liang-hui1,2, MA Hai-le1,3, SHEN Yong-gen1,4. The Comparison of Inhibition on LDL Non-Enzymatic Glycosylation and Oxidation between Ethyl Acetate Extracts of Clove and Clove Bud Oil Based on Spectroscopy Technology[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(02): 518-527. |
[6] |
WANG Bi1, 2, XI Hong-bo2, ZHOU Yue-xi1, 2*, CHEN Xue-min1, FU Xiao-yong1. Effects of Different Substituents on Three Dimensional Fluorescence Properties of BTEX[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(12): 3763-3770. |
[7] |
HUANG Zhen-rong1, CHENG Cheng2, TANG Jiu-kai2, Lü Wei-ming1, TAO Ting-ting1, WANG Xiao-jiong1, WU Jing2*. Characterization of Organic Matters in the Effluent of Dyeing and Printing Wastewater Treatment Plants with Fluorescence Method[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(10): 3118-3121. |
[8] |
LI Shuai-dong1, 2, 3, JIANG Quan-liang3, LI Ye3, WU Ya-lin3, JIANG Jun-wu3, HUANG Tao1, 2, 3, YANG Hao3, HUANG Chang-chun1, 2, 3*. Spectroscopic Characteristics and Sources of Dissolved Organic Matter from Soils around Dianchi Lake, Kunming[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(05): 1448-1454. |
[9] |
YU Shao-hui1, XIAO Xue2, XU Ge1. Data Compression of Time Series Three-Dimensional Fluorescence Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(04): 1163-1167. |
[10] |
LI Shuai-dong1, 2, 3, ZHANG Ming-li3, YANG Hao3, LIU Da-qing3, YU Li-yan3, HUANG Tao1, 2, 3*, HUANG Chang-chun1, 2, 3*. Spectroscopic Characteristics of Dissolved Organic Matter from Top Soils on SongHuaba Reservoir in Kunmimg[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(04): 1183-1188. |
[11] |
LI Lei1, 2, LI Zhong-pei1, 2*, LIU Ming1, 2, MA Xiao-yan1, 2, TANG Xiao-xue1, 2 . Characterizing Dissolved Organic Matter (DOM) in Wastewater from Scale Pig Farms Using Three-Dimensional Excitation-Emission Matrices (3DEEM) [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(02): 577-583. |
[12] |
ZHANG Li-guo1,3, CHEN Zhi-kun1, 2, WANG Li1*, CAO Li-fang1, YAN Bing1, WANG Yu-tian1 . Study on Refined Oil Identification and Measurement Based on the Extension Neural Network Pattern Recognition[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(09): 2901-2905. |
[13] |
YAO Yi-liang1,3, ZHAO Wei-hong1,2*, MIAO Hui1 . Studied on Colored Dissolved Organic Matter of Spring in North Yellow Sea with Three-Dimensional Fluorescence Spectroscopy Combined with Parallel Factor Analysis[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(08): 2532-2537. |
[14] |
ZHOU Yun, LI Jun*, CHEN Fei, MA Ting, NI Yong-jiong . Study on the 3D Fluorescence Feature of Styrene and Emergent Treatment of Styrene Pollutant in Water [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(07): 2169-2172. |
[15] |
XIAO Xue1,ZHAO Nan-jing1*,YU Shao-hui2,MA Ming-jun1,YANG Rui-fang1,YIN Gao-fang1,DUAN Jing-bo1, FANG Li1,ZHANG Yu-jun1,LIU Wen-qing1. Effect of Methanol-Water Mixture on Three-Dimensional Fluorescence Spectra of Carbaryl[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(06): 1775-1778. |
|
|
|
|