Hybrid Raman and Laser-Induced Breakdown Spectroscopy for Food Authentication Applications

被引:1
|
作者
Shin, Sungho [1 ]
Doh, Iyll-Joon [1 ]
Okeyo, Kennedy [2 ]
Bae, Euiwon [3 ]
Robinson, J. Paul [1 ,2 ]
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
来源
MOLECULES | 2023年 / 28卷 / 16期
关键词
laser-induced breakdown spectroscopy (LIBS); Raman spectroscopy; compact and combined system; food authentication; simultaneous atomic and molecular analysis; MULTIVARIATE CLASSIFICATION; LIBS; DISCRIMINATION; IDENTIFICATION; ADULTERATION; SELECTION; ARABICA; CHEESE;
D O I
10.3390/molecules28166087
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页数:13
相关论文
共 50 条
  • [41] Prospects for laser-induced breakdown spectroscopy for biomedical applications: a review
    Singh, Vivek Kumar
    Rai, Awadhesh Kumar
    LASERS IN MEDICAL SCIENCE, 2011, 26 (05) : 673 - 687
  • [42] Latest Research on and Applications Progress in Laser-Induced Breakdown Spectroscopy
    Shao Yan
    Zhang Yan-bo
    Gao Xun
    Du Chuang
    Lin Jing-quan
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33 (10) : 2593 - 2598
  • [43] Comparative analysis of lithiated silica glasses by laser-induced breakdown spectroscopy and raman spectroscopy
    Gadoros, Patrik
    Vaczi, Tamas
    Himics, Laszlo
    Holomb, Roman
    Bolla, Robert
    Veres, Miklos
    Kocsanyi, Laszlo
    JOURNAL OF NON-CRYSTALLINE SOLIDS, 2021, 553
  • [44] Rapidly growing trends in laser-induced breakdown spectroscopy for food analysis
    Velasquez-Ferrin, Abrahan
    Babos, Diego Victor
    Marina-Montes, Cesar
    Anzano, Jesus
    APPLIED SPECTROSCOPY REVIEWS, 2021, 56 (06) : 492 - 512
  • [45] A Review of Laser-Induced Breakdown Spectroscopy and Its Application in Food Analysis
    Wen, Rongxin
    Hu, Yingying
    Yu, Jing
    Kong, Baohua
    Chen, Qian
    Shipin Kexue/Food Science, 2019, 40 (15): : 293 - 299
  • [46] Evaluation of limits of detection in laser-induced breakdown spectroscopy: Demonstration for food
    Casanova, Leo
    Beldjilali, Sid Ahmed
    Bilge, Gonca
    Sezer, Banu
    Motto-Ros, Vincent
    Pelascini, Frederic
    Banaru, Daniela
    Hermann, Jorg
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2023, 207
  • [47] Overview of Laser-Induced Breakdown Spectroscopy
    Paulin Fuentes, Jorge Mauricio
    Quiroz Rosado, Victor Leonel
    Mulia Rodriguez, Jorge
    Aguero Granados, Maximo A.
    Osorio Gonzalez, D.
    CIENCIA ERGO-SUM, 2018, 25 (02)
  • [48] Analysis of heritage stones and model wall paintings by pulsed laser excitation of Raman, laser-induced fluorescence and laser-induced breakdown spectroscopy signals with a hybrid system
    Martinez-Hernandez, Alejandro
    Oujja, Mohamed
    Sanz, Mikel
    Carrasco, Esther
    Detalle, Vincent
    Castillejo, Marta
    JOURNAL OF CULTURAL HERITAGE, 2018, 32 : 1 - 8
  • [49] Femtosecond laser-induced breakdown spectroscopy
    Labutin, Timur A.
    Lednev, Vasily N.
    Ilyin, Alexey A.
    Popov, Andrey M.
    JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2016, 31 (01) : 90 - 118
  • [50] Laser-induced breakdown spectroscopy in Asia
    Wang, Zhen-Zhen
    Deguchi, Yoshihiro
    Zhang, Zhen-Zhen
    Wang, Zhe
    Zeng, Xiao-Yan
    Yan, Jun-Jie
    FRONTIERS OF PHYSICS, 2016, 11 (06)