near infrared spectroscopy;
multivariate calibration;
orthogonal wavelet correction;
wavelet transform;
genetic algorithms;
orthogonal signal correction;
coffee authenticity;
D O I:
10.1016/j.aca.2006.12.057
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
Near infrared spectroscopy (NIRS), combined with multivariate calibration methods, has been used to quantify the robusta variety content of roasted coffee samples, as a means for controlling and avoiding coffee adulteration, which is a very important issue taking into account the great variability of the final sale price depending on coffee varietal origin. In pursuit of this aim, PLS regression and a wavelet-based pre-processing method that we have recently developed called OWAVEC were applied, in order to simultaneously operate two crucial pre-processing steps in multivariate calibration: signal correction and data compression. Several pre-processing methods (mean centering, first derivative and two orthogonal signal correction methods, OSC and DOSC) were additionally applied in order to find calibration models with as best a predictive ability as possible and to evaluate the performance of the OWAVEC method, comparing the respective quality of the different regression models constructed. The calibration model developed after pre-processing derivative spectra by OWAVEC provided high quality results (0.79% RMSEP), the percentage of robusta variety being predicted with a reliability notably better than that associated with the models constructed from raw spectra and also from data corrected by other orthogonal signal correction methods, and showing a higher model simplicity. (c) 2007 Elsevier B.V. All rights reserved.
机构:
Zhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R ChinaZhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R China
Xie, Chuanqi
Wang, Changyan
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机构:
East China Univ Sci & Technol, Sch Biotechnol, State Key Lab Bioreactor Engn, Shanghai 200237, Peoples R ChinaZhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R China
Wang, Changyan
Zhao, Mengyao
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机构:
East China Univ Sci & Technol, Sch Biotechnol, State Key Lab Bioreactor Engn, Shanghai 200237, Peoples R ChinaZhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R China
Zhao, Mengyao
Zhou, Weidong
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机构:
Zhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R ChinaZhejiang Acad Agr Sci, Inst Anim Husb & Vet Sci, State Key Lab Managing Biot & Chem Threats Qual &, Hangzhou 310021, Peoples R China
机构:
Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Zhang, Fujie
Yu, Xiaoning
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Yu, Xiaoning
Li, Lixia
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Li, Lixia
Song, Wanxia
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Song, Wanxia
Dong, Defeng
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Dong, Defeng
Yue, Xiaoxian
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Yue, Xiaoxian
Chen, Shenao
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Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China
Chen, Shenao
Zeng, Qingyu
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机构:
Kunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R ChinaKunming Univ Sci & Technol, Fac Modern Agr Engn, Kunming 650500, Peoples R China