Fresh bruise detection by predicting softening index of apple tissue using VIS/NIR spectroscopy

被引:36
作者
Xing, Juan
De Baerdemaeker, Josse
机构
[1] Michigan State Univ, E Lansing, MI 48824 USA
[2] Catholic Univ Louvain, Div Mechatron Biostat & Sensors, B-3001 Louvain, Belgium
关键词
softening index; spectroscopy; PLS; fresh bruise; SOLUBLE SOLIDS; JONAGOLD APPLES; FIRMNESS; QUALITY; REFLECTANCE; SELECTION;
D O I
10.1016/j.postharvbio.2007.03.002
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Bruises are one of the most important causes for rejecting apples at quality inspection. The efficiency of bruise detection in the automatic sorting line is affected by the age of bruises present on apples. This paper presents a spectrophotometric method for detecting fresh bruises by predicting the softening index that is associated with the E-modulus of the apple tissue. Diffused reflectance spectra were acquired with a ZEISS spectrophotometer in the wavelength region between 400 and 1700 nm. Partial Least Squares analysis was applied to the spectra in the NIR wavelength region to predict the E-modulus. Afterwards, the softening index was calculated for the investigated area on the apple surface. With the algorithm developed for the softening index, a classification accuracy of more than 95% was obtained for both of the sound and freshly bruised spots on the selected apple cultivars. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:176 / 183
页数:8
相关论文
共 17 条
  • [1] Selection of the most efficient wavelength bands for 'Jonagold' apple sorting
    Kleynen, O
    Leemans, V
    Destain, MF
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2003, 30 (03) : 221 - 232
  • [2] Lammertyn J, 1998, T ASAE, V41, P1089, DOI 10.13031/2013.17238
  • [3] On-line fruit grading according to their external quality using machine vision
    Leemans, V
    Magein, H
    Destain, MF
    [J]. BIOSYSTEMS ENGINEERING, 2002, 83 (04) : 397 - 404
  • [4] Lu R, 2003, T ASAE, V46, P523
  • [5] Lu R, 2002, APPL ENG AGRIC, V18, P585
  • [6] Vis/NIR estimation at harvest of pre- and post-storage quality indices for 'Royal Gala' apple
    McGlone, VA
    Jordan, RB
    Martinsen, PJ
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2002, 25 (02) : 135 - 144
  • [7] Prediction of the sensory quality of apples by physical measurements
    Mehinagic, E
    Royer, G
    Symoneaux, R
    Bertrand, D
    Jourjon, F
    [J]. POSTHARVEST BIOLOGY AND TECHNOLOGY, 2004, 34 (03) : 257 - 269
  • [8] Mohsenin N.N., 1986, Physical Properties of Plant and Animal Materials
  • [9] Park B, 2003, T ASAE, V46, P1721, DOI 10.13031/2013.15628
  • [10] Peng Y, 2006, T ASABE, V49, P269, DOI 10.13031/2013.20224