Determination of Melamine Content in Milk Powder Based on Neural Network Algorithm and Terahertz Spectrum Detection

Jun Hu; Zhen Xu; Maopeng Li; Yande Liu

doi:10.3788/LOP57.223001

[1] Bilge G, Sezer B, Eseller K E et al. Determination of whey adulteration in milk powder by using laser induced breakdown spectroscopy[J]. Food Chemistry, 212, 183-188(2016). http://europepmc.org/abstract/MED/27374522

[2] Wang C, Li X, Peng T et al. Latex bead and colloidal gold applied in a multiplex immunochromatographic assay for high-throughput detection of three classes of antibiotic residues in milk[J]. Food Control, 77, 1-7(2017). http://www.sciencedirect.com/science/article/pii/S0956713517300269

[3] Li B, Du X Y, Liu Y D et al. Detection research of seed potato starch in kudzu using terahertz time-domain spectroscopy[J]. Laser & Optoelectronics Progress, 56, 203001(2019).

[4] Guan A H, Li Z, Ge H Y. The qualitative and quantitative detection of potassium alum in sweet potato starch based on terahestz time-domain spectroscopy[J]. Spectroscopy and Spectral Analysis, 38, 267-270(2018).

[5] Xia Y, Du Y, Zhang H L et al. The qualitative and quantitative detection of sodium formaldehyde sulfoxylate content in brightener by using THz-TDS technology[J]. Journal of the Chinese Cereals and Oils Association, 30, 103-106(2015).

[6] Li B, Wang N, Zhang W L et al. Preliminary research on insect damage detection in pecans using terahertz spectroscopy[J]. Spectroscopy and Spectral Analysis, 34, 1196-1200(2014).

[7] Ge H Y, Jiang Y Y, Lian F Y et al. Quantitative determination of aflatoxin B1 concentration in acetonitrile by chemometric methods using terahertz spectroscopy[J]. Food Chemistry, 209, 286-292(2016).

[8] Huang M, Kim M S, Delwiche S R et al. Quantitative analysis of melamine in milk powders using near-infrared hyperspectral imaging and band ratio[J]. Journal of Food Engineering, 181, 10-19(2016).

[9] Li J R, Li J S, Zhao X L. Study on rapid detection of melamine compositions by terahertz time-domain spectroscopy[J]. Journal of China Jiliang University, 20, 131-134(2009).

[10] Li C. Research on detection technology of melamine in milk powder based on terahertz time-domain spectroscopy[D]. Wuhan: Huazhong University of Science and Technology(2009).

[11] Premalatha N, Valan Arasu A. Prediction of solar radiation for solar systems by using ANN models with different back propagation algorithms[J]. Journal of Applied Research and Technology, 14, 206-214(2016).

[12] Zhao H, Hou Q X, Hong Y M et al. Determination of calcium carbonate and styrene-butadiene latex content in the coating layer of coated paper[J]. Journal of Industrial and Engineering Chemistry, 20, 1571-1576(2014). http://www.sciencedirect.com/science/article/pii/S1226086X13003602

[13] Lotfinejad M M, Hafezi R, Khanali M et al. A comparative assessment of predicting daily solar radiation using bat neural network (BNN), generalized regression neural network (GRNN), and neuro-fuzzy (NF) system: a case study[J]. Energies, 11, 1188(2018).

[14] Chen T, Li Z, Yin X H et al. Discrimination of genetically modified sugar beets based on terahertz spectroscopy[J]. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 153, 586-590(2016).

[15] Liu B, Zhou P, Liu X M et al. Detection of pesticides in fruits by surface-enhanced Raman spectroscopy coupled with gold nanostructures[J]. Food and Bioprocess Technology, 6, 710-718(2013).

[16] Baek S H, Lim H B, Chun H S. Detection of melamine in foods using terahertz time-domain spectroscopy[J]. Journal of Agricultural and Food Chemistry, 62, 5403-5407(2014).

[17] Li M. Study on quality factors and improvement for terahertz time-domain spectroscopy[D]. Tianjin: Tianjin University(2011).

[18] Hu J, Liu Y D, Ouyang A G et al. Mid-infrared spectroscopy detection of methanol content in methanol gasoline based on CARS band screening[J]. Laser & Optoelectronics Progress, 56, 233002(2019).