Data analysis of penetrometric force/displacement curves for the characterization of whole apple fruits

被引:76
作者
Camps, C
Guillermin, P
Mauget, JC
Bertrand, D
机构
[1] Inst Natl Hort, F-49000 Angers, France
[2] INRA, ENITIAA, Unite Sensometrie & Chimiometrie, F-44322 Nantes, France
关键词
apple; digitized curve; factorial discriminant analysis; penetrometry; puncture test; storage; texture;
D O I
10.1111/j.1745-4603.2005.00023.x
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The objective of the present study was to compare two chemometric approaches for characterizing the rheological properties of fruits from puncture test force/displacement curves. The first approach (parameter approach) computed six texture parameters from the curves, which were supposed to be representative of skin hardness, fruit deformation before skin rupture, flesh firmness and mechanical work needed to penetrate the fruit. The second approach (whole curve approach) used the whole digitized curve (300 data points) in further data processing. Two experimental studies were compared: first, the variability of the rheological parameters of five apple cultivars; second, the rheological variability that was characterized as a function of storage conditions. For both approaches, factorial discriminant analysis was applied to discriminate the fruits based on the measured rheological properties. The qualitative groups in factorial discriminant analysis were either the apple cultivar or the storage conditions (days and temperatures of storage). The tests were carried out using cross-validation procedures, making it possible to compute the number of fruits correctly identified. Thus the percentage of correct identification was 92% and 87% for using the parameter and the whole curve approaches, respectively. The discrimination of storage duration was less accurate for both approaches giving about 50% correct identifications. Comparison of the percentage of correct classifications based on the whole curve and the parameter approaches showed that the six computed parameters gave a good summary of the information present in the curve. The whole curve approach showed that some additional information, not present in the six parameters, may be appropriate for a complete description of the fruit rheology.
引用
收藏
页码:387 / 401
页数:15
相关论文
共 13 条
  • [1] STEPWISE CANONICAL DISCRIMINANT-ANALYSIS OF CONTINUOUS DIGITALIZED SIGNALS - APPLICATION TO CHROMATOGRAMS OF WHEAT PROTEINS
    BERTRAND, D
    COURCOUX, P
    AUTRAN, JC
    MERITAN, R
    ROBERT, P
    [J]. JOURNAL OF CHEMOMETRICS, 1990, 4 (06) : 413 - 427
  • [2] CHEN H, 1995, J TEXTURE STUD, V27, P123
  • [3] A MULTIPURPOSE FIRMNESS TESTER FOR FRUITS AND VEGETABLES
    DUPRAT, F
    GROTTE, MG
    PIETRI, E
    STUDMAN, CJ
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 1995, 12 (03) : 211 - 223
  • [4] Simultaneous measurement of apple flesh and apple skin firmness by puncture testing
    Duprat, F
    Grotte, M
    Loonis, D
    Piétri, É
    [J]. SCIENCES DES ALIMENTS, 2000, 20 (02) : 253 - 263
  • [5] Mechanical properties of the skin and the flesh of apples
    Grotte, M
    Duprat, F
    Loonis, D
    Piétri, E
    [J]. INTERNATIONAL JOURNAL OF FOOD PROPERTIES, 2001, 4 (01) : 149 - 161
  • [6] Harker F. R., 1997, Horticultural Reviews, V20, P121
  • [7] Sensory interpretation of instrumental measurements 1: texture of apple fruit
    Harker, FR
    Maindonald, J
    Murray, SH
    Gunson, FA
    Hallett, IC
    Walker, SB
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2002, 24 (03) : 225 - 239
  • [8] Efficacy of instrumental measurements for determination of minimum requirements of firmness, soluble solids, and acidity of several apple varieties in comparison to consumer expectations
    Hoehn, E
    Gasser, F
    Guggenbühl, B
    Künsch, U
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2003, 27 (01) : 27 - 37
  • [9] Physical change in apple texture with fruit temperature: effects of cultivar and time in storage
    Johnston, JW
    Hewett, EW
    Banks, NH
    Harker, FR
    Hertog, MLATM
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2001, 23 (01) : 13 - 21
  • [10] Temperature induces differential softening responses in apple cultivars
    Johnston, JW
    Hewett, EW
    Hertog, MLATM
    Harker, FR
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2001, 23 (03) : 185 - 196