Non-Destructive Detection of Meat Quality Based on Multiple Spectral Dimension Reduction Methods by Near-Infrared Spectroscopy
文献类型: 外文期刊
第一作者: Zheng, Xiaochun
作者: Zheng, Xiaochun;Chen, Li;Li, Xin;Zhang, Dequan
作者机构:
关键词: non-destructive detection; meat quality; dimension reduction; near-infrared spectroscopy
期刊名称:FOODS ( 影响因子:5.2; 五年影响因子:5.5 )
ISSN:
年卷期: 2023 年 12 卷 2 期
页码:
收录情况: SCI
摘要: The potential of four dimension reduction methods for near-infrared spectroscopy was investigated, in terms of predicting the protein, fat, and moisture contents in lamb meat. With visible/near-infrared spectroscopy at 400-1050 nm and 900-1700 nm, respectively, calibration models using partial least squares regression (PLSR) or multiple linear regression (MLR) between spectra and quality parameters were established and compared. The MLR prediction models for all three quality parameters based on the wavelengths selected by stepwise regression achieved the best results in the spectral region of 400-1050 nm. As for the spectral region of 900-1700 nm, the PLSR prediction model based on the raw spectra or high-correlation spectra achieved better results. The results of this study indicate that sampling interval shortening and of peak-to-trough jump features are worthy of further study, due to their great potential in explaining the quality parameters.
分类号:
- 相关文献
作者其他论文 更多>>
-
Qualitative and quantitative assessment of key aroma compounds, advanced glycation end products and heterocyclic amines in different varieties of commercially roasted meat products
作者:Shi, Haonan;Gao, Rongmei;Liu, Huan;Wang, Zhenyu;Zhang, Chunjiang;Zhang, Dequan;Shi, Haonan
关键词:Roast; Meat; Aroma compounds; Advanced glycation end products; Heterocyclic aromatic amines; Maillard reaction
-
Effect of static magnetic field-assisted thawing on the quality, water status, and myofibrillar protein characteristics of frozen beef steaks
作者:Wang, Wenxin;Guan, Wenqiang;Song, Yu;He, Xingxing;Lin, Hengxun;Zhang, Dequan
关键词:Beef; Static magnetic field; Thawing; Water status; Myofibrillar proteins
-
The responses of soil Cd fractions to disinfestation regimes associated with microbial communities
作者:Li, Xin;Tao, Yu;Chen, Fang;Tan, Fangjun;Zhou, Chi;Chen, Jie;Xue, Tao;Xie, Yunhe;Chen, Jie;Xue, Tao;Xie, Yunhe;Li, Xin;Li, Xin;Tao, Yu;Chen, Fang;Tan, Fangjun;Zhou, Chi;Chen, Jie;Xue, Tao;Xie, Yunhe;Chen, Jie;Xue, Tao;Xie, Yunhe
关键词:Cadmium immobilization; Disinfestation regimes; Microbial community; Reductive soil disinfestation technology
-
Combined quantitative lipidomics and back-propagation neural network approach to discriminate the breed and part source of lamb
作者:Liu, Chongxin;Zhang, Dequan;Li, Shaobo;Liu, Chunyou;Zheng, Xiaochun;Li, Cheng;Chen, Li;Liu, Chongxin;Dunne, Peter;Brunton, Nigel Patrick;Grasso, Simona;Liu, Chunyou
关键词:Lipidomics; Lamb; Food authenticity; Linear discriminant model; Machine learning; Neural network
-
Spatial-temporal distribution of deoxynivalenol, aflatoxin B1, and zearalenone in the solid-state fermentation basin of traditional vinegar and their potential correlation with microorganisms
作者:Shen, Lingqin;Wang, Yifan;Li, Xin;Hou, Ziqing;Shi, Jiyong;Battino, Maurizio;Routledge, Michael N.;Zou, Xiaobo;Zhang, Di;Mao, Jin;Battino, Maurizio;Battino, Maurizio;Routledge, Michael N.;Gong, Yunyun
关键词:Mycotoxin; Chinese vinegar; Solid-state fermentation; Lactobacillus; Aspergillus
-
A nitrogen fixing symbiosis-specific pathway required for legume flowering
作者:Yun, Jinxia;Wang, Can;Zhang, Fengrong;Sun, Zhengxi;Luo, Yuanqing;Liao, Junwen;Wang, Yongliang;Cha, Yanyan;Zhang, Xuehai;Ren, Ya;Wu, Jun;Li, Xia;Chen, Li;Cai, Yupeng;Hou, Wensheng;Chen, Li;Cai, Yupeng;Hou, Wensheng;Han, Tianfu;Hasegawa, Paul M.;Tian, Changfu;Tian, Changfu;Tian, Changfu;Su, Huanan;Ferguson, Brett J.;Gresshoff, Peter M.;Li, Xia;Sun, Zhengxi
关键词:
-
Insights into the gel and electronic sense characteristics of meat batters made from Funiu white goat and Oula sheep meat in different rigor states
作者:Li, Shaobo;Zhang, Dequan;Xiang, Can;Ge, Yue;Liu, Huan;Zheng, Xiaochun;Chen, Li;Wang, Zhenyu;Chen, Li;Wang, Zhenyu
关键词:Meat batters; Pre-rigor meat; Post-rigor meat; Gel properties; Electronic sense