Prediction of textural changes in grass carp fillets as affected by vacuum freeze drying using hyperspectral imaging based on integrated group wavelengths

被引:98
作者
Ma, Ji [1 ,2 ,3 ]
Sun, Da-Wen [1 ,2 ,3 ,4 ]
Qu, Jia-Huan [1 ,2 ,3 ]
Pu, Hongbin [1 ,2 ,3 ]
机构
[1] South China Univ Technol, Sch Food Sci & Engn, Guangzhou 510641, Guangdong, Peoples R China
[2] South China Univ Technol, Guangzhou Higher Educ Mega Ctr, Acad Contemporary Food Engn, Guangzhou 510006, Guangdong, Peoples R China
[3] Guangzhou Higher Educ Mega Ctr, Engn & Technol Res Ctr Guangdong Prov Intelligent, Guangzhou 510006, Guangdong, Peoples R China
[4] Natl Univ Ireland, Univ Coll Dublin, Agr & Food Sci Ctr, FRCFT, Dublin 4, Ireland
关键词
Hyperspectral imaging; Integrated wavelengths; Texture; WBSF; Partial least squares regression; NEAR-INFRARED SPECTROSCOPY; LONGISSIMUS-DORSI MUSCLES; LEAST-SQUARES REGRESSION; BRATZLER SHEAR FORCE; COOKED MEAT; QUALITY EVALUATION; WARNER-BRATZLER; COOLING PROCESS; NONDESTRUCTIVE DETERMINATION; MULTIVARIATE-ANALYSIS;
D O I
10.1016/j.lwt.2017.04.040
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
This study aimed to simultaneously predict different textural features in grass carps fillets (Ctenopharyngodon idella) during vacuum freeze drying using hyperspectral imaging models developed based on integrated group wavelengths in the range of 400 nm-1000 nm. Warner-Bratzler shear force (WBSF) is commonly used as an objective indicator for tenderness evaluation in fish products. First, partial least squares regression (PLSR) was employed to develop a quantitative function between the textural variations and the spectra extracted from the acquired hyperspectral images in the full spectral range at mean and median. Then the important wavelengths most related to WBSF, hardness, gumminess and chewiness were separately selected by regression coefficients (RC) from PLSR. Moreover, the integrated wavelengths for all the textural characteristics were determined by RC by considering all the individual group wavelengths. Finally, PLSR was conducted using different simplified group wavelengths and the performance of all the simplified models at mean or median were compared. The results showed that the integrated group wavelengths at median spectra proved to be the best for simultaneous prediction of WBSF (R-P(2) = 0.8774), hardness (R-P(2) = 0.8523), gumminess (R-P(2) = 0.7982) and chewiness (R-P(2) = 0.8453). The current study should widen the applications of hyperspectral imaging in the food industry. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:377 / 385
页数:9
相关论文
共 74 条
[11]   Emerging techniques for assisting and accelerating food freezing processes: A review of recent research progresses [J].
Cheng, Lina ;
Sun, Da-Wen ;
Zhu, Zhiwei ;
Zhang, Zi .
CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2017, 57 (04) :769-781
[12]   Preparation of dry honey by microwave-vacuum drying [J].
Cui, Zheng-Wei ;
Sun, Li-Juan ;
Chen, Wei ;
Sun, Da-Wen .
JOURNAL OF FOOD ENGINEERING, 2008, 84 (04) :582-590
[13]  
Da-Wen Sun, 1997, J ENERGY CONVERSION, V38, P479
[14]   A comparison between two methods (Warner-Bratzler and texture profile analysis) for testing either raw meat or cooked meat [J].
de Huidobro, FR ;
Miguel, E ;
Blázquez, B ;
Onega, E .
MEAT SCIENCE, 2005, 69 (03) :527-536
[15]   Relationship between beef consumer tenderness perception and Warner-Bratzler shear force [J].
Destefanis, G. ;
Brugiapaglia, A. ;
Barge, M. T. ;
Dal Molin, E. .
MEAT SCIENCE, 2008, 78 (03) :153-156
[16]   Pizza sauce spread classification using colour vision and support vector machines [J].
Du, CJ ;
Sun, DW .
JOURNAL OF FOOD ENGINEERING, 2005, 66 (02) :137-145
[17]   Meat Quality Evaluation by Hyperspectral Imaging Technique: An Overview [J].
Elmasry, Gamal ;
Barbin, Douglas F. ;
Sun, Da-Wen ;
Allen, Paul .
CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2012, 52 (08) :689-711
[18]   Near-infrared hyperspectral imaging for predicting colour, pH and tenderness of fresh beef [J].
ElMasry, Gamal ;
Sun, Da-Wen ;
Allen, Paul .
JOURNAL OF FOOD ENGINEERING, 2012, 110 (01) :127-140
[19]   Chemical-free assessment and mapping of major constituents in beef using hyperspectral imaging [J].
ElMasry, Garnal ;
Sun, Da-Wen ;
Allen, Paul .
JOURNAL OF FOOD ENGINEERING, 2013, 117 (02) :235-246
[20]   HIGH-PRESSURE AND FREEZING PRETREATMENT EFFECTS ON DRYING, REHYDRATION, TEXTURE AND COLOR OF GREEN BEANS, CARROTS AND POTATOES [J].
ESHTIAGHI, MN ;
STUTE, R ;
KNORR, D .
JOURNAL OF FOOD SCIENCE, 1994, 59 (06) :1168-1170