A rapid photoionization detector-based gas chromatography electronic nose enhanced by DOE and SVM for accurate classification of baijiu jiuqu quality grades

被引:0
作者
Mao, Yuezhong [1 ,2 ]
Fang, Lining [1 ,2 ]
Ye, Xiao [1 ,2 ]
Shi, Shuangni [1 ,2 ]
Qin, Yumei [1 ,2 ]
Qin, Zihan [1 ,2 ]
Cao, Yanyun [1 ,2 ]
Jiang, Guoxin [3 ]
Tian, Shiyi [1 ,2 ,3 ]
机构
[1] Zhejiang Gongshang Univ, Sch Food Sci & Biotechnol, Hangzhou 310018, Zhejiang, Peoples R China
[2] Zhejiang Gongshang Univ, China UK Joint Res Lab Eating Behav & Appetite, Hangzhou 310018, Zhejiang, Peoples R China
[3] Zhejiang Gongshang Univ, Collaborat Innovat Ctr Stat Data Engn Technol & Ap, Hangzhou 310018, Zhejiang, Peoples R China
关键词
Photoionization detector; Electronic nose; Baijiu Jiuqu; quality grading; FERMENTATION; TEMPERATURE; SEPARATION; MIMICS;
D O I
10.1016/j.jfca.2025.107302
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
In recognition of the significance of Baijiu Jiuqu, this study introduced the development of a rapid photoionization detector-gas chromatograph-electronic nose (PID-GC-E-nose) tailored for its quality grading. Initially, the design of experiments methodology was utilized to optimize detection parameters for Baijiu Jiuqu, resulting in optimal conditions of a 10 mL/min flow rate, 30 degrees C column temperature, and 400 seconds detection duration. Subsequently, characteristic values derived from the detection signals were input into both support vector machine and principal component analysis. The PID-GC-E-nose demonstrated good performance in accurately classifying 132 samples into three distinct grades, achieving a recognition accuracy of 90.5 %. With a rapid response time of 1.09 seconds, high sensitivity down to a detection limit of 900 mu g/kg, and better recognition capabilities compared to conventional electronic noses, this PID-GC-E-nose presented a promising tool for efficient quality control assessments of Baijiu Jiuqu and other complex samples.
引用
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页数:9
相关论文
共 25 条
[1]   Effect of mixed fermentation (Jiuqu and Saccharomyces cerevisiae EC1118) on the quality improvement of kiwi wine [J].
Chen, An-Jun ;
Fu, Yun-Yun ;
Jiang, Cheng ;
Zhao, Jiang-Lin ;
Liu, Xiao-Ping ;
Liu, Lu ;
Ma, Ji ;
Liu, Xing-Yan ;
Shen, Guang-Hui ;
Li, Mei-Liang ;
Zhang, Zhi-Qing .
CYTA-JOURNAL OF FOOD, 2019, 17 (01) :967-975
[2]  
[炊伟强 Chui Weiqiang], 2011, [食品与生物技术学报, Journal of Food Science and Biotechnology], V30, P761
[3]   Hydrogen isotopes separation using frontal displacement chromatography: The influences of column temperature and gas flow rate [J].
Deng, Xiaojun ;
Luo, Deli ;
Qin, Cheng ;
Meng, Daqiao ;
Tang, Tao ;
Zhang, Guikai ;
Luo, Wenhua .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2019, 44 (31) :16675-16683
[4]   Application of SVM Classifier in IR Target Recognition [J].
Feng Wen-ge .
INTERNATIONAL CONFERENCE ON APPLIED PHYSICS AND INDUSTRIAL ENGINEERING 2012, PT C, 2012, 24 :2138-2142
[5]   Rapid analysis of Baijiu volatile compounds fingerprint for their aroma and regional origin authenticity assessment [J].
He, Xi ;
Yangming, Huang ;
Gorska-Horczyczak, Elzbieta ;
Wierzbicka, Agnieszka ;
Jelen, Henryk H. .
FOOD CHEMISTRY, 2021, 337
[6]   GAS-CHROMATOGRAPHY - ELUTION TEMPERATURE, SPEED OF ANALYSIS, AND SEPARATION, EFFICIENCY AS INFLUENCED BY RATE OF TEMPERATURE PROGRAMMING AND CARRIER GAS VELOCITY IN OPEN TUBULAR GLASS CAPILLARY COLUMNS [J].
JENNINGS, WG ;
ADAM, S .
ANALYTICAL BIOCHEMISTRY, 1975, 69 (01) :61-69
[7]   Can Electronic Nose Replace Human Nose??An Investigation of E-Nose Sensor Responses to Volatile Compounds in Alcoholic Beverages [J].
Li, Yuzhu ;
Yang, Kangzhuo ;
He, Zhanglan ;
Liu, Zhipeng ;
Lu, Jialing ;
Zhao, Dong ;
Zheng, Jia ;
Qian, Michael C. .
ACS OMEGA, 2023, 8 (18) :16356-16363
[8]   Analysis of volatile odor compounds and aroma properties of European vinegar by the ultra-fast gas chromatographic electronic nose [J].
Liu, Ruo-Chen ;
Li, Rong ;
Wang, Ying ;
Jiang, Zi-Tao .
JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2022, 112
[9]   Uniformity and Sensitivity Improvements in Comprehensive Two-Dimensional Gas Chromatography Using Flame Ionization Detection with Post-Column Reaction [J].
Luong, Jim ;
Hua, Yujuan ;
Gras, Ronda ;
Shellie, Robert A. .
ANALYTICAL CHEMISTRY, 2019, 91 (17) :11223-11230
[10]   Fast screening method for determining 2,4,6-trichloroanisole in wines using a headspace-mass spectrometry (HS-MS) system and multivariate calibration [J].
Martí, MP ;
Boqué, R ;
Riu, M ;
Busto, O ;
Guasch, J .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2003, 376 (04) :497-501