Non-invasive classification of single and double-yolk eggs using Vis-NIR spectroscopy and multivariate analysis

References

• Aboonajmi, M., and T. A. Najafabadi. 2014. “Prediction of Poultry Egg Freshness Using Vis-Nir Spectroscopy with Maximum Likelihood Method.” International Journal of Food Properties 17 (10) November 26: 2166–2176. doi:10.1080/10942912.2013.784330.
   Web of Science ®Google Scholar
• Bailey, R. L., and G. E. Clark. 2014. “Occurrence of Twin Embryos in the Eastern Bluebird.” PeerJ 2 (March 11): e273. doi:10.7717/peerj.273.
   PubMedGoogle Scholar
• Brasil, Y. L., J. P. Cruz-tirado, and D. F. Barbin. 2022. “Fast Online Estimation of Quail Eggs Freshness Using Portable NIR Spectrometer and Machine Learning.” Food Control 131 (1, January): 108418. doi:10.1016/j.foodcont.2021.108418.
   Google Scholar
• Chen, W., N. du, Z. Dong, and Z. Yang. 2022. “Double Yolk Nondestructive Identification System Based on Raspberry Pi and Computer Vision.” Journal of Food Measurement and Characterization 16 (2) April 1: 1605–1612. doi:10.1007/s11694-021-01269-y.
   Web of Science ®Google Scholar
• Christmas, R. B., and R. H. Harms. 1982. “Incidence of Double Yolked Eggs in the Initial Stages of Lay as Affected by Strain and Season of the Year.” Poultry Science 61 (7) July: 1290–1292. doi:10.3382/ps.0611290.
   Web of Science ®Google Scholar
• Conrad, R. M., and D. C. Warren. 1940. “The Production of Double Yolked Eggs in the Fowl.” Poultry Science 19 (1) January: 9–17. doi:10.3382/ps.0190009.
   Google Scholar
• Cruz-tirado, J. P., M. L. da Silva Medeiros, and D. F. Barbin. 2021. “On-Line Monitoring of Egg Freshness Using a Portable NIR Spectrometer in Tandem with Machine Learning.” Journal of Food Engineering 306 (October 1): 110643. doi:10.1016/j.jfoodeng.2021.110643.
   Google Scholar
• Damaziak, K., M. Michalczuk, Ż. Zdanowska-sąsiadek, and J. Niemiec. 2015. “A Case of Bronze Turkey Twins Developing from Hatching.” Reproduction in Domestic Animals = Zuchthygiene 50 (2) April: 341–343. doi:10.1111/rda.12477.
   PubMed Web of Science ®Google Scholar
• Ferreira, N. T., N. K. Sakomura, J. C. de Paula Dorigam, E. P. da Silva, and R. M. Gous. 2016. “Modelling the Egg Components and Laying Patterns of Broiler Breeder Hens.” Animal Production Science 56 (7): 1091–1098. doi:10.1071/AN14737.
   Web of Science ®Google Scholar
• Hall, M. A. 1999. Correlation-Based Feature Selection for Machine Learning. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.37.4643.
   Google Scholar
• Huang, H. Y., and C. J. Lin. 2016. Linear and Kernel Classification: When to Use Which? In 16th SIAM International Conference on Data Mining 2016, SDM 2016, 216–224. Society for Industrial and Applied Mathematics Publications. http://www.siam.org/journals/ojsa.php.
   Google Scholar
• Intarakumthornchai, T., and R. Kesvarakul. 2020. “Double Yolk Eggs Detection Using Fuzzy Logic. Ed. Yiming Tang.” Plos One 15 (11) November 5: e0241888. doi:10.1371/journal.pone.0241888.
   PubMed Web of Science ®Google Scholar
• Islam, M. H., N. Kondo, Y. Ogawa, T. Fujiura, T. Suzuki, and S. Fujitani. 2017. “Detection of Infertile Eggs Using Visible Transmission Spectroscopy Combined with Multivariate Analysis.” Engineering in Agriculture, Environment and Food 10 (2) April: 115–120. doi:10.1016/j.eaef.2016.12.002.
   Google Scholar
• Jaap, R. G., and F. V. Muir. 1968. “Erratic Oviposition and Egg Defects in Broiler-Type Pullets.” Poultry Science 47 (2) March: 417–423. doi:10.3382/ps.0470417.
   Web of Science ®Google Scholar
• Junde, W., Z. Limin, X. Guiyun, R. Fazheng, W. Ping, and Z. Hong. 2012. “Detection of Double-Yolk Eggs Based on Computer Vision.” Journal of Agricultural Mechanization Research 34 (9): 195–198,202.
   Google Scholar
• Kawano, S., T. Fujiwara, and M. Iwamoto. 1993. “Nondestructive Determination of Sugar Content in Satsuma Mandarin Using Near Infrared (NIR) Transmittance.” Engei Gakkai Zasshi 62 (2): 465–470. doi:10.2503/jjshs.62.465.
   Google Scholar
• Kemps, B. J., F. R. Bamelis, B. de Ketelaere, K. Mertens, K. Tona, E. M. Decuypere, and J. G. de Baerdemaeker. 2006. “Visible Transmission Spectroscopy for the Assessment of Egg Freshness.” Journal of the Science of Food and Agriculture 86 (9) July 1: 1399–1406. doi:10.1002/jsfa.2528.
   Web of Science ®Google Scholar
• Kennard, R. W., and L. A. Stone. 1969. “Computer Aided Design of Experiments.” Technometrics 11 (1): 137–148. doi:10.1080/00401706.1969.10490666.
   Web of Science ®Google Scholar
• Kuroki, S., T. Kanoo, H. Itoh, and H. Kamisoyama. 2020. “Nondestructive VIS/NIR Spectroscopy Estimation of Intravitelline Vitamin E and Cholesterol Concentration in Hen Shell Eggs.” Journal of Food Measurement and Characterization 14 (2) January 7: 1116–1124. doi:10.1007/s11694-019-00361-8.
   Web of Science ®Google Scholar
• Kuroki, S., T. Kanoo, H. Itoh, Y. Ohkawa, and H. Kamisoyama. 2017. “Nondestructive Measurement of Yolk Viscosity in Lightly Heated Chicken Shell Eggs.” Journal of Food Engineering 205 (1) July: 18–24. doi:10.1016/j.jfoodeng.2017.02.030.
   Google Scholar
• Leardi, R. 2000. “Application of Genetic Algorithm-PLS for Feature Selection in Spectral Data Sets.” Journal of Chemometrics 14 (5–6): 643–655. doi:10.1002/1099-128X(200009/12)14:5/6<643:AID-CEM621>3.0.CO;2-E.
   Web of Science ®Google Scholar
• Leardi, R., and A. Lupiáñez González. 1998. “Genetic Algorithms Applied to Feature Selection in PLS Regression: How and When to Use Them.” Chemometrics and Intelligent Laboratory Systems 41 (2): 195–207. doi:10.1016/S0169-7439(98)00051-3.
   Web of Science ®Google Scholar
• Li-chan, E., and S. Nakai. 1989. “Biochemical Basis for the Properties of Egg White.” Critical Reviews in Poultry Biology 2 (1): 21–59. https://ci.nii.ac.jp/naid/10013198694/.
   Google Scholar
• Lin, H., J. Zhao, L. Sun, Q. Chen, and F. Zhou. 2011. “Freshness Measurement of Eggs Using Near Infrared (NIR) Spectroscopy and Multivariate Data Analysis.” Innovative Food Science and Emerging Technologies 12 (2) April 1: 182–186. doi:10.1016/j.ifset.2011.01.008.
   Web of Science ®Google Scholar
• Liu, M., L. Yao, T. Wang, J. Li, and C. Yu. 2014. “Rapid Determination of Egg Yolk Contamination in Egg White by VIS Spectroscopy.” Journal of Food Engineering 124 (March): 117–121. doi:http://dx.doi.org/10.1016/j.jfoodeng.2013.10.004.
   Google Scholar
• Ma, L., K. Sun, K. Tu, L. Pan, and W. Zhang. 2017. “Identification of Double-Yolked Duck Egg Using Computer Vision. Ed. Thomas Wennekers.” Plos One 12 (12) December: e0190054. doi:10.1371/journal.pone.0190054.
   PubMed Web of Science ®Google Scholar
• Matcher, S. J., M. Cope, and D. T. Delpy. 1994. “Use of the Water Absorption Spectrum to Quantify Tissue Chromophore Concentration Changes in Near-Infrared Spectroscopy.” Physics in Medicine and Biology 39 (1) January: 177–196. doi:10.1088/0031-9155/39/1/011.
   PubMed Web of Science ®Google Scholar
• Miyamoto, K., and Y. Kitano. 1995. “Non-Destructive Determination of Sugar Content in Satsuma Mandarin Fruit by Near Infrared Transmittance Spectroscopy.” Journal of Near Infrared Spectroscopy 3 (4): 227–237. doi:10.1255/jnirs.73.
   Google Scholar
• Pickering, J. J. W. 1992. “Optical Property Changes as a Result of Protein Denature in Albumen and Yolk.” Journal of Photochemistry and Photobiology B: Biology 16 (2): 101–111. doi:10.1016/1011-1344(92)80002-D.
   PubMed Web of Science ®Google Scholar
• Romanoff, A. L., and A. J. Romanoff. 1949. The Avian Egg. http://library.wur.nl/WebQuery/clc/305445.
   Google Scholar
• Salamon, A., and J. P. Kent. 2013. “Double and Single Yolked Duck Eggs: Their Contents and Dimensions Compared and the Mechanical Stimulation Hypothesis for Albumen Secretion is Supported.” International Journal of Poultry Science 12 (5): 254–260. doi:10.3923/ijps.2013.254.260.
   Google Scholar
• Syduzzaman, M., A. Rahman, K. Alin, S. Fujitani, A. Kashimori, T. Suzuki, Y. Ogawa, and N. Kondo. 2019a. “Noninvasive Quantification of Egg Yolk Ratio Using Vis-NIR Spectroscopy and Multivariate Regression.” Journal of the Japanese Society of Agricultural Machinery and Food Engineers 81 (3): 168–176. https://agriknowledge.affrc.go.jp/RN/2030927856.
   Google Scholar
• Syduzzaman, M., A. Rahman, K. Alin, S. Fujitani, A. Kashimori, T. Suzuki, Y. Ogawa, and N. Kondo. 2019b. “Noninvasive Quantification of Yolk Content Using Vis-NIR Spectroscopy and Its Effect on Hatching Time and Gender of Broiler Chicken.” Engineering in Agriculture, Environment and Food 12 (3): 289–296. doi:10.1016/j.eaef.2019.02.006.
   Google Scholar
• Xue, L., J. Cai, J. Li, and M. Liu. 2012. “Application of Particle Swarm Optimization (PSO) Algorithm to Determine Dichlorvos Residue on the Surface of Navel Orange with Vis-NIR Spectroscopy.” Procedia Engineering 29: 4124–4128. doi:10.1016/j.proeng.2012.01.631.
   Google Scholar
• Yao, L., W. Zhou, T. Wang, M. Liu, and C. Yu. 2014. “Quantification of Egg Yolk Contamination in Egg White Using UV/Vis Spectroscopy: Prediction Model Development and Analysis.” Food Control 43 (September): 88–97. doi:10.1016/j.foodcont.2014.02.037.
   Google Scholar
• Zhang, W., L. Pan, K. Tu, Q. Zhang, and M. Liu. 2014. “Comparison of Spectral and Image Morphological Analysis for Egg Early Hatching Property Detection Based on Hyperspectral Imaging.” Plos One 9 (2): e88659. doi:10.1371/journal.pone.0088659.
   PubMed Web of Science ®Google Scholar
• Zhang, W., L. Pan, S. Tu, G. Zhan, and K. Tu. 2015. “Non-Destructive Internal Quality Assessment of Eggs Using a Synthesis of Hyperspectral Imaging and Multivariate Analysis.” Journal of Food Engineering 157: 41–48. doi:10.1016/j.jfoodeng.2015.02.013.
   Web of Science ®Google Scholar
• Zhao, J., H. Lin, Q. Chen, X. Huang, Z. Sun, and F. Zhou. 2010. “Identification of Egg’s Freshness Using NIR and Support Vector Data Description.” Journal of Food Engineering 98 (4) June: 408–414. doi:10.1016/j.jfoodeng.2010.01.018.
   Web of Science ®Google Scholar
• Zou, H. Y., H. L. Wu, H. Y. Fu, L. J. Tang, L. Xu, J. F. Nie, and R. Q. Yu. 2010. “Variable-Weighted Least-Squares Support Vector Machine for Multivariate Spectral Analysis.” Talanta 80 (5): 1698–1701. doi:10.1016/j.talanta.2009.10.009.
   PubMed Web of Science ®Google Scholar