Oxidation status is one of the main quality characteristics for emulsion processing and consumption. In this study, three-dimensional fluorescence spectroscopy was developed to rapidly determine oxidation status in an oil-in-water (o/w) emulsion, the estimation of the storage time of o/w emulsion, and the discrimination of the o/w emulsion with different storage temperatures. Low-field nuclear magnetic resonance (NMR) was aimed at investigating the water and oil distributions in o/w emulsion. The digital data representing the fluorescence spectra and reference measurements of the o/w emulsions were analyzed using support vector regression (SVR) coupled with genetic algorithm (GA-SVR), search method (GRID-SVR), and particle swarm optimization (PSO-SVR). Under the optimum condition, the GA-SVR model shows the best correlation coefficients equal to 0.97 and 0.96 for the calibration set and prediction set, respectively. The overall results suggest that this system is useful for the rapid evaluation of emulsion quality.
机构:
Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Cheng, Pengfei
Wang, Yutian
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Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Wang, Yutian
Chen, Zhikun
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Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
North China Univ Sci & Technol, Shool Elect Engn, Tangshan 063009, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Chen, Zhikun
Yang, Zhe
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Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
机构:
Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Cheng, Pengfei
Wang, Yutian
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机构:
Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Wang, Yutian
Chen, Zhikun
论文数: 0引用数: 0
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机构:
Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
North China Univ Sci & Technol, Shool Elect Engn, Tangshan 063009, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China
Chen, Zhikun
Yang, Zhe
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Shool Elect Engn, Qinhuangdao 066004, Peoples R China