Abstract
The precise detection of foreign bodies in food is significant for guaranteeing food safety and quality. Terahertz (THz) spectroscopic imaging is a rapidly evolving technique with the advantages of non-destructive, non-ionization, and spectral fingerprinting characteristics, so it has attracted a lot of attention in the food industry. In this paper, the possibility of THz spectroscopic imaging in the detection of endogenous contaminations in a complex food matrix was explored. We first tried to detect endogenous foreign bodies in walnuts though comparing the typical absorption spectra of kernels and shells with different concentrations. The spectral classification could be realized by principal component analysis with an accuracy higher than 95%, which proved the feasibility of distinguishing shells from kernels, and then, THz imaging was applied to locate shells and kernels in tablets. The results of this study showed that THz spectroscopic imaging could discriminate shell contaminations from walnut kernels.
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F. Arduini, S. Cinti, V. Scognamiglio, D. Moscone, Microchim. Acta 183, 2063 (2016)
N. Cebi, C.E. Dogan, A. Develioglu, M.E.A. Yayla, O. Sagdic, Food Chem. 228, 116 (2017)
M. Graves, A. Smith, B. Batchelor, Trends Food Sci. Technol. 9, 21 (1998)
H. Einarsdottir, M.J. Emerson, L.H. Clemmensen, K. Scherer, K. Willer, M. Bech, Food Control 67, 39 (2016)
M.S. Nielsen, T. Lauridsen, L.B. Christensen, R. Feidenhans, Food Control 30, 531 (2013)
G. Ginesu, D.D. Giusto, V. Margner, P. Meinlschmidt, IEEE Trans. Ind. Electron. 51, 480 (2004)
A.A. Gowen, B.K. Tiwari, P.J. Cullen, K. McDonnell, C.P. O’Donnell, Trends Food Sci. Technol. 21, 190 (2010)
J. Chandrapala, C. Oliver, S. Kentish, M. Ashokkumar, Trends Food Sci. Technol. 26, 88 (2012)
B. Zhao, Y. Jiang, O.A. Basir, G.S. Mittal, J. Food Qual. 27, 274 (2004)
E. Abraham, A. Younus, J.C. Delagnes, P. Mounaix, Appl. Phys. A 100, 585 (2010)
C.C. Yang, M.S. Kim, S. Kang, B.K. Cho, K.L. Chao, A.M. Lefcourt et al., J. Food Eng. 108, 312 (2012)
D. Mittleman, Nature 444, 560 (2006)
K.Q. Wang, D.W. Sun, H.B. Pu, Trends Food Sci. Technol. 67, 93 (2017)
G. Ok, H.J. Kim, H.S. Chun, S.W. Choi, Food Control 42, 284 (2014)
G. Kim, J. Kim, S. Jeon, J. Kim, K.K. Park, C.H. Oh, J. Infrared Millim. Terahertz Waves 33, 657 (2012)
S.H. Lu, X. Zhang, Z.Y. Zhang, Y.P. Yang, Y.H. Xiang, Food Chem. 211, 494 (2016)
H.B. Liu, H. Zhong, N. Karpowicz, Y.Q. Chen, X.C. Zhang, Proc. IEEE 95, 1514 (2007)
R. Fukasawa, IEEE Trans. Terahertz Sci. Technol. 5, 1121 (2015)
M. Walther, B.M. Fischer, A. Ortner, A. Bitzer, A. Thoman, H. Helm, Anal. Bioanal. Chem. 397, 1009 (2010)
B.B. Hu, M.C. Nuss, Opt. Lett. 20, 1716 (1995)
Y.C. Shen, Int. J. Pharm. 417, 48 (2011)
N. Luo, D. Wang, S.F. Wang, P. Han, Spectrosc. Spectr. Anal. 39, 349 (2019)
S.H. Baek, J.H. Kang, Y.H. Hwang, K.M. Ok, K. Kwak, H.S. Chun, J. Infrared Millim. Terahertz 37, 486 (2016)
J.J. Liu, Microw. Opt. Technol. Lett. 59, 654 (2017)
X.C. Shen, B. Li, X. Li, Trans. CSAE 33, 288 (2017)
S.Y. Qi, Z.W. Zhang, K. Zhao, Spectrosc. Spectr. Anal. 32, 3390 (2012)
H.Y. Ge, Y.Y. Jiang, F.Y. Lian, Spectrosc. Spectr. Anal. 34, 2897 (2014)
G. Ok, K. Park, M.C. Lim, H.J. Jang, S.W. Choi, J. Food Eng. 221, 124 (2018)
C. Wang, R. Zhou, Y. Huang, L. Xie, Y. Ying, Food Control 97, 100 (2019)
Y.K. Lee, S.W. Choi, S.T. Han, D.H. Woo, H.S. Chun, J. Food Prot. 75, 179 (2012)
Y.Y. Jiang, H.Y. Ge, Y. Zhang, Optik 181, 1130 (2019)
H.J. Shin, S.W. Choi, G. Ok, Food Chem. 245, 282 (2018)
P.M. Kris-Etherton, J. Nutr. 144, 547 (2014)
World-Walnuts-Market analysis, forecast, size, trends and insights. (IndexBox, 2018). https://www.indexbox.io/store/world-walnuts-market-report-analysis-and-forecast-to-2020/ Accessed 23 Oct 2018
T.M. Korter, R. Balu, M.B. Campbell, M.C. Beard, S.K. Gregurick, E. Heilweil, J. Chem. Phys. Lett. 418, 65 (2006)
Y. Ueno, R. Rungsawang, I. Tomita, K. Ajito, Anal. Chem. 78, 5424 (2006)
J.Y. Qin, L.J. Xie, Y.B. Ying, Food Chem. 170, 415 (2015)
W.D. Xu, L.J. Xie, J.F. Zhu, X. Xu, Z.Z. Ye, C. Wang et al., ACS Photon. 3, 2308 (2016)
X.C. Zhang, J.Z. Xu, Introduction to THz Wave Photonics (Springer, New York, 2010)
T.D. Dorney, R.G. Baraniuk, D.M. Mittleman, J. Opt. Soc. Am. A 18, 1562 (2001)
H. Abdi, L.J. Williams, Wiley Interdiscip. Rev. 2, 433 (2010)
I. Jolliffe, Principal component analysis. Wiley StatsRef: Statistics Reference Online (2014)
X.M. Wei, Y.F. Shao, X.Y. Ying, Food Sci. Tech-Brazil. 33, 85 (2012)
Y.H. Ma, Q. Wang, L.Y. Li, J. Quant. Spectrosc. Radiat. Trans. 117, 7 (2013)
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The authors gratefully acknowledge the financial supported by the National Key R&D Program of China (2017YFC1600805).
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Wang, Q., Hameed, S., Xie, L. et al. Non-destructive quality control detection of endogenous contaminations in walnuts using terahertz spectroscopic imaging. Food Measure 14, 2453–2460 (2020). https://doi.org/10.1007/s11694-020-00493-2
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DOI: https://doi.org/10.1007/s11694-020-00493-2