Development of realistic food microstructure considering the structural heterogeneity of cells and intercellular space

被引:21
作者
Rahman, M. M. [1 ]
Gu, Y. T. [1 ]
Karim, M. A. [1 ]
机构
[1] Queensland Univ Technol, Sch Chem Phys & Mech Engn, Fac Sci & Engn, Brisbane, Qld, Australia
来源
FOOD STRUCTURE-NETHERLANDS | 2018年 / 15卷
关键词
Image analysis; Microscopic image; Heterogeneous structure geometrical parameter; Transport process; Food processing; FREE-WATER; FRUIT; MODEL;
D O I
10.1016/j.foostr.2018.01.002
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The geometric characterization of the microstructure is required to model the micro level transport process inside the plant-based food material during thermal processing. However, the existing geometric construction methods are unable to consider the distinctive geometrical characteristics of cells and intercellular spaces during generation of the virtual microstructure. The main aim of this study is to develop a new method to build microstructure of the plant-based food materials with clear identification of cell and intercellular spaces. Granny smith and red delicious apple were taken as samples to implement and validate the proposed method. The virtual microstructure was generated from the scanning electron microscope image (SEM) of the apples. A new algorithm was developed based on the modified ellipse fitting method to generate the microstructure from microscopic images. Linear Discriminant Analysis (LDA) was used to classify the cells and the intercellular spaces. Statistical analysis was performed between the developed geometrical model and microscopic image to determine the accuracy of the proposed method. The area distribution of the microstructural model found in this study is significantly better than that found in the literature.
引用
收藏
页码:9 / 16
页数:8
相关论文
共 29 条
  • [1] 3D Virtual Pome Fruit Tissue Generation Based on Cell Growth Modeling
    Abera, Metadel K.
    Verboven, Pieter
    Herremans, Els
    Defraeye, Thijs
    Fanta, Solomon Workneh
    Ho, Quang T.
    Carmeliet, Jan
    Nicolai, Bart M.
    [J]. FOOD AND BIOPROCESS TECHNOLOGY, 2014, 7 (02) : 542 - 555
  • [2] Virtual Fruit Tissue Generation Based on Cell Growth Modelling
    Abera, Metadel K.
    Fanta, Solomon Workneh
    Verboven, Pieter
    Ho, Quang T.
    Carmeliet, Jan
    Nicolai, Bart M.
    [J]. FOOD AND BIOPROCESS TECHNOLOGY, 2013, 6 (04) : 859 - 869
  • [3] New dimensions in microstructure of food products
    Aguilera, JM
    Stanley, DW
    Baker, KM
    [J]. TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2000, 11 (01) : 3 - 9
  • [4] Food dehydration and product structure
    Aguilera, JM
    Chiralt, A
    Fito, P
    [J]. TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2003, 14 (10) : 432 - 437
  • [5] Aguilera JM, 2008, FOOD ENG SER, P229, DOI 10.1007/978-0-387-71947-4_12
  • [6] NUMERICAL-SIMULATION OF UNSTEADY HEAT-CONDUCTION IN ARBITRARY SHAPED CANNED FOODS DURING STERILIZATION PROCESSES
    AKTERIAN, SG
    FIKIIN, KA
    [J]. JOURNAL OF FOOD ENGINEERING, 1994, 21 (03) : 343 - 354
  • [7] Principal component analysis
    Bro, Rasmus
    Smilde, Age K.
    [J]. ANALYTICAL METHODS, 2014, 6 (09) : 2812 - 2831
  • [8] Computational Modelling of Multi-Physics and Multi-Scale Processes in Parallel
    Cross, M.
    Croft, T. N.
    Slone, A. K.
    Williams, A. J.
    Christakis, N.
    Patel, M. K.
    Bailey, C.
    Pericleous, K.
    [J]. INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2007, 8 (02) : 63 - 74
  • [9] Water transport properties of artificial cell walls
    Fanta, Solomon Workneh
    Vanderlinden, Willem
    Abera, Metadel K.
    Verboven, Pieter
    Karki, Roman
    Quang Tri Ho
    De Feyter, Steven
    Carmeliet, Jan
    Nicolai, Bart M.
    [J]. JOURNAL OF FOOD ENGINEERING, 2012, 108 (03) : 393 - 402
  • [10] Water Transport in Cellular Tissues During Thermal Processing
    Haider, Amit
    Datta, Ashim K.
    Spanswick, Roger M.
    [J]. AICHE JOURNAL, 2011, 57 (09) : 2574 - 2588