Hybrid Raman and Laser-Induced Breakdown Spectroscopy for Food Authentication Applications
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作者:
Shin, Sungho
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Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Shin, Sungho
[1
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Doh, Iyll-Joon
[1
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Okeyo, Kennedy
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Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Okeyo, Kennedy
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Bae, Euiwon
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Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Bae, Euiwon
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Robinson, J. Paul
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Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Robinson, J. Paul
[1
,2
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Rajwa, Bartek
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Purdue Univ, Bindley Biosci Ctr, Discovery Pk, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Rajwa, Bartek
[4
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机构:
[1] Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
[2] Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USA
[3] Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
[4] Purdue Univ, Bindley Biosci Ctr, Discovery Pk, W Lafayette, IN 47907 USA
The issue of food fraud has become a significant global concern as it affects both the quality and safety of food products, ultimately resulting in the loss of customer trust and brand loyalty. To address this problem, we have developed an innovative approach that can tackle various types of food fraud, including adulteration, substitution, and dilution. Our methodology utilizes an integrated system that combines laser-induced breakdown spectroscopy (LIBS) and Raman spectroscopy. Although both techniques emerged as valuable tools for food analysis, they have until now been used separately, and their combined potential in food fraud has not been thoroughly tested. The aim of our study was to demonstrate the potential benefits of integrating Raman and LIBS modalities in a portable system for improved product classification and subsequent authentication. In pursuit of this objective, we designed and tested a compact, hybrid Raman/LIBS system, which exhibited distinct advantages over the individual modalities. Our findings illustrate that the combination of these two modalities can achieve higher accuracy in product classification, leading to more effective and reliable product authentication. Overall, our research highlights the potential of hybrid systems for practical applications in a variety of industries. The integration and design were mainly focused on the detection and characterization of both elemental and molecular elements in various food products. Two different sets of solid food samples (sixteen Alpine-style cheeses and seven brands of Arabica coffee beans) were chosen for the authentication analysis. Class detection and classification were accomplished through the use of multivariate feature selection and machine-learning procedures. The accuracy of classification was observed to improve by approximately 10% when utilizing the hybrid Raman/LIBS spectra, as opposed to the analysis of spectra from the individual methods. This clearly demonstrates that the hybrid system can significantly improve food authentication accuracy while maintaining the portability of the combined system. Thus, the successful implementation of a hybrid Raman-LIBS technique is expected to contribute to the development of novel portable devices for food authentication in food as well as other various industries.
机构:
Changchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R ChinaChangchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R China
Shao Yan
Zhang Yan-bo
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Changchun New Ind Optoelect Technol Co Ltd, Changchun 130103, Peoples R ChinaChangchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R China
Zhang Yan-bo
Gao Xun
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Changchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R ChinaChangchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R China
Gao Xun
Du Chuang
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Changchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R ChinaChangchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R China
Du Chuang
Lin Jing-quan
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Changchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R ChinaChangchun Univ Sci & Technol, Sch Sci, Changchun 130022, Peoples R China
机构:
School of Food Science, Northeast Agricultural University, Harbin,150030, ChinaSchool of Food Science, Northeast Agricultural University, Harbin,150030, China
Wen, Rongxin
Hu, Yingying
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School of Food Science, Northeast Agricultural University, Harbin,150030, ChinaSchool of Food Science, Northeast Agricultural University, Harbin,150030, China
Hu, Yingying
Yu, Jing
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School of Food Science, Northeast Agricultural University, Harbin,150030, ChinaSchool of Food Science, Northeast Agricultural University, Harbin,150030, China
Yu, Jing
Kong, Baohua
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机构:
School of Food Science, Northeast Agricultural University, Harbin,150030, ChinaSchool of Food Science, Northeast Agricultural University, Harbin,150030, China
Kong, Baohua
Chen, Qian
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机构:
School of Food Science, Northeast Agricultural University, Harbin,150030, ChinaSchool of Food Science, Northeast Agricultural University, Harbin,150030, China
机构:
Moscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, RussiaMoscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, Russia
Labutin, Timur A.
Lednev, Vasily N.
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Natl Univ Sci & Technol MISiS, Moscow 119049, RussiaMoscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, Russia
Lednev, Vasily N.
Ilyin, Alexey A.
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机构:
Far Eastern Fed Univ, Vladivostok 690950, Russia
FEB RAS, Inst Automat & Control Proc, Vladivostok 690041, RussiaMoscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, Russia
Ilyin, Alexey A.
Popov, Andrey M.
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Moscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, RussiaMoscow MV Lomonosov State Univ, Dept Chem, Moscow 119991, Russia
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Xi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
Wang, Zhen-Zhen
Deguchi, Yoshihiro
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Univ Tokushima, Grad Sch Adv Technol & Sci, Tokushima 7708501, JapanXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
Deguchi, Yoshihiro
Zhang, Zhen-Zhen
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Xi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
Zhang, Zhen-Zhen
Wang, Zhe
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机构:
Tsinghua Univ, Dept Thermal Engn, State Key Lab Power Syst, Tsinghua BP Clean Energy Ctr, Beijing 100084, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
Wang, Zhe
Zeng, Xiao-Yan
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机构:
Huazhong Univ Sci & Technol, WNLO, Wuhan 430074, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
Zeng, Xiao-Yan
Yan, Jun-Jie
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机构:
Xi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China