Quartz crystal microbalance sensor array;
Carbon-based nanomaterials;
Total volatile base nitrogen;
Principal component analysis;
Quadratic support vector machine;
QUARTZ-CRYSTAL MICROBALANCE;
NITROGEN TVB-N;
SPOILAGE;
D O I:
10.1016/j.microc.2023.109353
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
Salmon meat is easy to be spoiled during transportation and storage due to its abundant protein and fatty acids. During the spoilage process, the released volatile organic compounds (VOCs) may vary significantly, mainly including trimethylamine (TMA), dimethylamine (DMA), formaldehyde (HCHO), ammonia (NH3). Herein, a gas sensor array based on quartz crystal microbalance (QCM) modified with four carbon-based nanomaterials such as graphene oxide (GO), Mxenes (Ti3C2TX), hydroxylated multi-walled carbon nanotubes (MWCNTs), and graphite oxide alkyne (GO(P)) was established to detect TMA, DMA, HCHO and NH3 in salmon meat, respectively. Carbon-based materials have the advantages of high specific surface area and high stability, so they have great potential in gas adsorption. It was observed that the QCM sensors modified with four sensing carbon-based materials presented good sensitivity, selectivity and repeatability towards corresponding target gases. Finally, the sensor array composed by aforementioned four sensors were used to analyze freshness of salmon samples. The response matrix was processed by principal component analysis (PCA) for visualization. Further discrimination model was established by quadratic support vector machine (QSVM) and the classification accuracy was 100%. To demonstrate the feasibility of discriminating salmon freshness by gas sensor array, the identification results were correlated with the amount of total volatile base nitrogen (TVB-N) measured by semimicro-Kjeldahl method.
机构:
Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R China
Michigan State Univ, USDA ARS, E Lansing, MI 48824 USAJiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R China
Huang, Xingyi
Xin, Junwei
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机构:
Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R China
Xin, Junwei
Zhao, Jiewen
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机构:
Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R China
机构:
School of Information Science and Engineering, North University of China, Taiyuan,030051, ChinaSchool of Information Science and Engineering, North University of China, Taiyuan,030051, China
Wang, Wei
Yang, Weizhen
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机构:
School of Information Science and Engineering, North University of China, Taiyuan,030051, ChinaSchool of Information Science and Engineering, North University of China, Taiyuan,030051, China
Yang, Weizhen
Liu, Yungang
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机构:
School of Information Science and Engineering, North University of China, Taiyuan,030051, ChinaSchool of Information Science and Engineering, North University of China, Taiyuan,030051, China
Liu, Yungang
Wang, Zhaoba
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School of Information Science and Engineering, North University of China, Taiyuan,030051, ChinaSchool of Information Science and Engineering, North University of China, Taiyuan,030051, China
Wang, Zhaoba
Yan, Zhuanhong
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机构:
School of Information Science and Engineering, North University of China, Taiyuan,030051, ChinaSchool of Information Science and Engineering, North University of China, Taiyuan,030051, China