Terahertz spectroscopic imaging with discriminant analysis for detecting foreign materials among sausages

Abstract The accurate and rapid detection of foreign materials in food products is essential for ensuring food safety and quality. Terahertz (THz) imaging is an emerging technology for non-destructive detection in food industrial with the advantages of non-ionization and spectroscopic fingerprinting. In this study, we have attempted to explore the effectiveness of THz spectroscopic imaging for foreign material detection in food with complicated compositions. The feasibility of locating contaminations in sausages were demonstrated through typical spectral comparison, spectral classification assisted by principal component analysis and discriminant analysis methods, and one-dimensional scanning spectral analysis. Our imaging results indicated THz spectroscopic imaging has the ability to locate metal contaminations in sausages no matter what part of sausages is as the food matrix. This study will provide new knowledge about foreign material detection in food with complicated compositions and a basis for parameters selection of continuous-wave THz imaging for contamination detection in this case.

[1]  Otman Basir,et al.  FOREIGN BODY DETECTION IN FOODS USING THE ULTRASOUND PULSE/ECHO METHOD , 2004 .

[2]  Yuan Zhang,et al.  Identification of Transgenic Ingredients in Maize Using Terahertz Spectra , 2017, IEEE Transactions on Terahertz Science and Technology.

[3]  Wai Lam Chan,et al.  Imaging with terahertz radiation , 2007 .

[4]  Patrick Mounaix,et al.  Non-invasive investigation of art paintings by terahertz imaging , 2010 .

[5]  Yaochun Shen,et al.  Terahertz pulsed spectroscopy and imaging for pharmaceutical applications: a review. , 2011, International journal of pharmaceutics.

[6]  Daniele D. Giusto,et al.  Detection of foreign bodies in food by thermal image processing , 2004, IEEE Transactions on Industrial Electronics.

[7]  M. Nuss,et al.  Imaging with terahertz waves. , 1995, Optics letters.

[8]  Chiko Otani,et al.  Terahertz pulsed imaging of frozen biological tissues , 2009, 2009 34th International Conference on Infrared, Millimeter, and Terahertz Waves.

[9]  Gyeongsik Ok,et al.  140-GHz subwavelength transmission imaging for foreign body inspection in food products , 2018 .

[10]  Zuojun Tan,et al.  Continuous-wave Terahertz Imaging Applied to Detect Infestations Caused by Insects in Grain , 2014 .

[11]  Gyeongsik Ok,et al.  Qualitative identification of food materials by complex refractive index mapping in the terahertz range. , 2018, Food chemistry.

[12]  Magda El-Shenawee,et al.  Terahertz transmission vs reflection imaging and model-based characterization for excised breast carcinomas. , 2016, Biomedical optics express.

[13]  H. Abdi,et al.  Principal component analysis , 2010 .

[14]  Hyang Sook Chun,et al.  Detection of foreign bodies in foods using continuous wave terahertz imaging. , 2012, Journal of food protection.

[15]  Gyeongsik Ok,et al.  Foreign-body detection in dry food using continuous sub-terahertz wave imaging , 2014 .

[16]  Ryoichi Fukasawa,et al.  Terahertz Imaging: Widespread Industrial Application in Non-destructive Inspection and Chemical Analysis , 2015, IEEE Transactions on Terahertz Science and Technology.

[17]  M. Koch,et al.  Detection of foreign bodies in chocolate with pulsed terahertz spectroscopy , 2008 .

[18]  Colm P. O'Donnell,et al.  Terahertz time domain spectroscopy and imaging: Emerging techniques for food process monitoring and quality control , 2012 .

[19]  Min Chen,et al.  Terahertz Imaging Applications in Agriculture and Food Engineering: A Review , 2018 .

[20]  Colm P. O'Donnell,et al.  Applications of thermal imaging in food quality and safety assessment , 2010 .

[21]  Frank Rutz,et al.  Quality Assurance of Chocolate Products with Terahertz Imaging , 2006 .

[22]  Lars Bager Christensen,et al.  X-ray dark-field imaging for detection of foreign bodies in food , 2013 .

[23]  Age K. Smilde,et al.  Principal Component Analysis , 2003, Encyclopedia of Machine Learning.

[24]  Derek Abbott,et al.  Special Issue on T-Ray Imaging, Sensing, and Retection , 2007, Proceedings of the IEEE.

[25]  Jayani Chandrapala,et al.  Ultrasonics in food processing – Food quality assurance and food safety , 2012 .

[26]  M. Edwards Food hygiene and foreign bodies , 2014 .

[27]  Da-Wen Sun,et al.  Emerging non-destructive terahertz spectroscopic imaging technique: Principle and applications in the agri-food industry , 2017 .

[28]  Franz Pfeiffer,et al.  Novelty detection of foreign objects in food using multi-modal X-ray imaging , 2016 .

[29]  B. Fischer,et al.  Chemical sensing and imaging with pulsed terahertz radiation , 2010, Analytical and bioanalytical chemistry.

[30]  Natsuko Toyofuku,et al.  X-ray detection of defects and contaminants in the food industry , 2008 .

[31]  Bruce G. Batchelor,et al.  Approaches to foreign body detection in foods , 1998 .

[32]  Xiaping Fu,et al.  Discrimination of transgenic tomatoes based on visible/near-infrared spectra. , 2007, Analytica chimica acta.

[33]  Moon S. Kim,et al.  Red to far-red multispectral fluorescence image fusion for detection of fecal contamination on apples , 2012 .