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Nondestructive detection of insect foreign bodies in finished tea products using THz-TDS combination of baseline correction and variable selection algorithms
被引:5
|作者:
Sun, Xudong
[1
,2
,3
]
Xu, Chao
[1
]
Li, Jiajun
[1
]
Xie, Dongfu
[1
]
Gong, Zhiyuan
[1
]
Fu, Wei
[1
]
Wang, Xinpeng
[1
]
机构:
[1] East China Jiaotong Univ, Sch Mechatron & Vehicle Engn, Nanchang, Peoples R China
[2] East China Jiaotong Univ, Key Lab Conveyance Equipment, Minist Educ, Nanchang, Peoples R China
[3] East China Jiaotong Univ, Sch Mechatron & Vehicle Engn, Nanchang 330013, Peoples R China
基金:
中国国家自然科学基金;
关键词:
baseline correction;
foreign bodies;
qualitative discriminant analysis;
terahertz time-domain spectroscopy;
variable selection;
TERAHERTZ SPECTROSCOPY;
BODY DETECTION;
FOOD;
D O I:
10.1111/jfpe.14224
中图分类号:
TQ [化学工业];
学科分类号:
0817 ;
摘要:
Current technology of x-ray imaging detects hard foreign bodies (metal)effectively and extends to plastic, however, soft foreign bodies regarded as undetectable to x-ray imaging is still a challenge for food safety. Terahertz time-domain spectroscopy (THz-TDS) combined with baseline correction and variable selection were employed to discriminate insect foreign bodies in finished tea products. Compared with THz-TDS absorption coefficient, the accuracy was improved from 88.6% to 97.7% by the use of THz-TDS time-domain signals combined with adaptive iteratively reweighted penalized least squares (AirPLS) and Monte Carlo uninformative variable elimination (MC-UVE) algorithms. Conversely, variable selection algorithms failed to improve the performance of partial least square discrimination analysis (PLS-DA) model. The results suggested it was feasible to detect insect foreign bodies mixed in the finished tea products using THz time-domain signals combined with baseline correction and variable selection algorithms. This work provided an alternative method for low-density food foreign bodies detection using THz-TDS technology.Practical applications: THz time-domain signals directly applied to calibrate and predict during insect foreign bodies detection without consideration of additional parameter of sample thickness. THz-TDS system could fix to the tea packaging line for foreign bodies detection and control.
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页数:8
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