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
]
Okeyo, Kennedy
论文数: 0引用数: 0
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机构:
Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Okeyo, Kennedy
[2
]
Bae, Euiwon
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机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Bae, Euiwon
[3
]
Robinson, J. Paul
论文数: 0引用数: 0
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机构:
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
]
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
]
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:
Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Wu, Xi
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
Gondhalekar, Carmen
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机构:
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
Gondhalekar, Carmen
Patsekin, Valery
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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
Patsekin, Valery
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
Robinson, J. Paul
论文数: 0引用数: 0
h-index: 0
机构:
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
Rajwa, Bartek
论文数: 0引用数: 0
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机构:
Purdue Univ, Bindley Biosci Ctr, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
机构:
St Annes Fac Hosp, Fac Med, Dept Microbiol, Brno 65691, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
Rebrosova, K.
Porizka, P.
论文数: 0引用数: 0
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机构:
Brno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
AtomTrace As, Kolejni 9, Brno 61200, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
Porizka, P.
Klus, J.
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机构:
Brno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
AtomTrace As, Kolejni 9, Brno 61200, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
Klus, J.
Prochazkova, P.
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机构:
Masaryk Univ, Fac Sci, Dept Chem, Kamenice 735-5, Brno 62500, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
Prochazkova, P.
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Novotny, J.
Novotny, K.
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Brno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
AtomTrace As, Kolejni 9, Brno 61200, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
Novotny, K.
Kaiser, J.
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Brno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
AtomTrace As, Kolejni 9, Brno 61200, Czech RepublicBrno Univ Technol, Cent European Inst Technol, Purkynova 123, CZ-61200 Brno, Czech Republic
机构:
Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Wu, Xi
Shin, Sungho
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Shin, Sungho
Bae, Euiwon
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Bae, Euiwon
Robinson, J. Paul
论文数: 0引用数: 0
h-index: 0
机构:
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
Rajwa, Bartek
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Bindley Biosci Ctr, Discovery Pk, W Lafayette, IN 47907 USAPurdue Univ, Dept Basic Med Sci, W Lafayette, IN 47907 USA
Rajwa, Bartek
SENSING FOR AGRICULTURE AND FOOD QUALITY AND SAFETY XIV,
2022,
12120
机构:
Sichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China
Hezhou Univ, Coll Chem & Bioengn, Hezhou, Peoples R ChinaSichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China
Lin, Qingyu
Niu, Guanghui
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机构:
Sichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R ChinaSichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China
Niu, Guanghui
Wang, Qihui
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机构:
Sichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R ChinaSichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China
Wang, Qihui
Yu, Qiaoling
论文数: 0引用数: 0
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机构:
Sichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R ChinaSichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China
Yu, Qiaoling
Duan, Yixiang
论文数: 0引用数: 0
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机构:
Sichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R ChinaSichuan Univ, Res Ctr Analyt Instrumentat, Chengdu 610064, Peoples R China