BP NEURAL NETWORK FOR EVALUATING SENSORY TEXTURE PROPERTIES OF COOKED SAUSAGE

被引:8
|
作者
Dong, Qing-Li [1 ]
机构
[1] Shanghai Univ Sci & Technol, Inst Food Sci & Engn, Shanghai 200093, Peoples R China
基金
中国国家自然科学基金;
关键词
LOW-FAT; FRANKFURTERS; ATTRIBUTES;
D O I
10.1111/j.1745-459X.2009.00240.x
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
In order to replace sensory evaluation by instrumental measurement with more accuracy for texture properties of cooked sausage, correlation analysis between sensory and instrumental texture was established by multiple regression and back propagation (BP) neural network, respectively. Effect of different fat, salt, moisture and starch addition on the texture of cooked sausage was also investigated in this paper. It indicated that the accuracy and goodness of fit of predicting sensory hardness, cohesiveness and juiciness by BP neural network were more significant than those by multiple regressions with lower root mean square error and standard error of prediction. Although both accuracy and bias factors of two models were in acceptable range, BP neural network provides an accurate and selective method for predicting sensory texture evaluation in similar meat products. PRACTICAL APPLICATIONS The effect of different fat, salt, moisture and starch addition on textural properties of cooked sausage could be valuable to the meat industry in order to select the appropriate components for improving the texture of sausage. Artificial neural network technology used in this study can be useful for the fast, on-time and convenient detection of texture measurement by instrumental instead of sensory evaluation.
引用
收藏
页码:833 / 850
页数:18
相关论文
共 50 条
  • [11] Effect of fat quality on sausage processing, texture, and sensory characteristics
    Baer, Arica A.
    Dilger, Anna C.
    MEAT SCIENCE, 2014, 96 (03) : 1242 - 1249
  • [12] Hanpen like Whipped Sausage: Its Sensory Evaluation and Texture
    Wakamatsu, J.-I.
    Numata, M.
    Nakamura, T.
    Nippon Shokuhan Kogyo Gakkaishi/Journal of Japanese Society of Food Science and Technology, 44 (07):
  • [13] CHEMICAL-ANALYSIS AND SENSORY EVALUATION OF THE QUALITY OF COOKED, SMOKED AND RAW SAUSAGE
    SOLNZEWA, GL
    SOBJANINA, AA
    CHRAPUNKOWA, OW
    FLEISCH, 1980, 34 (07): : 139 - 139
  • [14] EFFECT OF MENTHA PIPERITA ON OXIDATIVE STABILITY AND SENSORY CHARACTERISTICS OF COOKED PORK SAUSAGE
    Latoch, Agnieszka
    Stasiak, Dariusz M.
    JOURNAL OF FOOD PROCESSING AND PRESERVATION, 2015, 39 (06) : 1566 - 1573
  • [15] INSTRUMENTAL AND SENSORY TESTS OF TEXTURE OF COOKED FROZEN FRENCH FRIES
    DUPONT, MS
    KIRBY, AR
    SMITH, AC
    INTERNATIONAL JOURNAL OF FOOD SCIENCE AND TECHNOLOGY, 1992, 27 (03): : 285 - 295
  • [16] The correlation between rheological properties of sausage meat and texture of emulsiontype sausage
    Euring, Frank
    Grupa, Uwe
    Bernhardt, Juergen
    Pietsch, Eberhard
    FLEISCHWIRTSCHAFT, 2009, 89 (05): : 100 - 104
  • [17] Relationship between instrumental and sensory parameters of cooked sweetpotato texture
    Truong, VD
    Walter, WM
    Hamann, DD
    JOURNAL OF TEXTURE STUDIES, 1997, 28 (02) : 163 - 185
  • [18] Sensory evaluation of the texture of steam-cooked table potatoes
    VanMarle, JT
    DeVries, RVDV
    Wilkinson, EC
    Yuksel, D
    POTATO RESEARCH, 1997, 40 (01) : 79 - 90
  • [19] Effect of fragmentation degree on sensory and texture attributes of cooked rice
    Wang, Ziyuan
    Su, Huimin
    Bi, Xue
    Zhang, Min
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2019, 258
  • [20] Effect of fragmentation degree on sensory and texture attributes of cooked rice
    Wang, Ziyuan
    Su, Huimin
    Bi, Xue
    Zhang, Min
    JOURNAL OF FOOD PROCESSING AND PRESERVATION, 2019, 43 (04)