Determination of Postharvest Quality of Cucumbers Using Nuclear Magnetic Resonance and Electronic Nose Combined with Chemometric Methods

被引:34
作者
Feng, Lei [1 ,2 ]
Zhang, Min [1 ,3 ]
Bhandari, Bhesh [4 ]
Guo, Zhimei [5 ]
机构
[1] Jiangnan Univ, Sch Food Sci & Technol, State Key Lab Food Sci & Technol, Wuxi 214122, Jiangsu, Peoples R China
[2] Jiangnan Univ, Int Joint Lab Food Safety, Wuxi 214122, Jiangsu, Peoples R China
[3] Jiangnan Univ, Jiangsu Prov Key Lab Adv Food Mfg Equipment & Tec, Wuxi, Peoples R China
[4] Univ Queensland, Sch Agr & Food Sci, Brisbane, Qld, Australia
[5] Wuxi Delin Boat Equipment Co, Wuxi, Peoples R China
关键词
Cucumber; Water status; Flavor characteristic; Partial least squares; Support vector machine; SOLUBLE SOLIDS CONTENT; FRUIT-QUALITY; L; FRUIT; E-TONGUE; RELAXATION; WATER; NMR; STORAGE; SPECTROSCOPY; PREDICTION;
D O I
10.1007/s11947-018-2171-9
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The purpose of this study was to investigate changes in water status and flavor characteristics of cucumbers during postharvest storage and to trace the quality attributes using partial least squares (PLS) and support vector machine (SVM). The results showed that four distinct water populations were identified in cucumbers by nuclear magnetic resonance (NMR), and the changes of water mobility and distribution occurred mainly in pulp of cucumbers. Flavor characteristics of cucumbers at different storage stages were distinguished by electronic nose (e-nose), and four clusters could be achieved through hierarchical clustering analysis. Comparison of two models, excellent prediction performances for firmness, pH, SSC, and E of postharvest cucumbers were obtained using a combination method of e-nose technology and SVM algorithm. This study indicated that there were significant changes in the quality parameters of cucumbers during postharvest storage, which were related to water status and flavor characteristics. The combination of e-nose technology with the SVM algorithm offers a promising technique to monitor cucumber quality.
引用
收藏
页码:2142 / 2152
页数:11
相关论文
共 56 条
[1]  
Al-Juhaimi F, 2012, PAK J BOT, V44, P1439
[2]   Measurement of Soluble Solid Contents and pH of White Vinegars Using VIS/NIR Spectroscopy and Least Squares Support Vector Machine [J].
Bao, Yidan ;
Liu, Fei ;
Kong, Wenwen ;
Sun, Da-Wen ;
He, Yong ;
Qiu, Zhengjun .
FOOD AND BIOPROCESS TECHNOLOGY, 2014, 7 (01) :54-61
[3]   Color, Flavor, Texture, and Nutritional Quality of Fresh-Cut Fruits and Vegetables: Desirable Levels, Instrumental and Sensory Measurement, and the Effects of Processing [J].
Barrett, Diane M. ;
Beaulieu, John C. ;
Shewfelt, Rob .
CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2010, 50 (05) :369-389
[4]   Metal Oxide Sensors for Electronic Noses and Their Application to Food Analysis [J].
Berna, Amalia .
SENSORS, 2010, 10 (04) :3882-3910
[5]   Improving quality inspection of food products by computer vision - a review [J].
Brosnan, T ;
Sun, DW .
JOURNAL OF FOOD ENGINEERING, 2004, 61 (01) :3-16
[6]   PermutMatrix: a graphical environment to arrange gene expression profiles in optimal linear order [J].
Caraux, G ;
Pinloche, S .
BIOINFORMATICS, 2005, 21 (07) :1280-1281
[7]   Biochemistry and Cell Wall Changes Associated with Noni (Morinda citrifolia L.) Fruit Ripening [J].
Cardenas-Coronel, Wendy G. ;
Carrillo-Lopez, Armando ;
Velez de la Rocha, Rosabel ;
Labavitch, John M. ;
Baez-Sanudo, Manuel A. ;
Heredia, Jose B. ;
Zazueta-Morales, Jose J. ;
Vega-Garcia, Misael O. ;
Adriana Sanudo-Barajas, J. .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2016, 64 (01) :302-309
[8]   Determination of total phenolic compounds in compost by infrared spectroscopy [J].
Cascant, M. M. ;
Sisouane, M. ;
Tahiri, S. ;
El Krati, M. ;
Cervera, M. L. ;
Garrigues, S. ;
de la Guardia, M. .
TALANTA, 2016, 153 :360-365
[9]   Potent natural products and herbal medicines for treating liver fibrosis [J].
Chen, Shao-Ru ;
Chen, Xiu-Ping ;
Lu, Jin-Jian ;
Wang, Ying ;
Wang, Yi-Tao .
CHINESE MEDICINE, 2015, 10
[10]   Effects of aqueous chlorine dioxide treatment on enzymatic browning and shelf-life of fresh-cut asparagus lettuce (Lactuca sativa L.) [J].
Chen, Zhao ;
Zhu, Chuanhe ;
Zhang, Yan ;
Niu, Debao ;
Du, Jinhua .
POSTHARVEST BIOLOGY AND TECHNOLOGY, 2010, 58 (03) :232-238