食品科学 ›› 2014, Vol. 35 ›› Issue (4): 71-76.doi: 10.7506/spkx1002-6630-201404015

• 分析检测 • 上一篇    下一篇

利用反射和半透射高光谱图像检测水蜜桃早期冷害

张 嫱,潘磊庆,吴林蔚,朱 娜,张 伟,屠 康*   

  1. 南京农业大学食品科技学院,江苏 南京 210095
  • 收稿日期:2013-10-02 修回日期:2014-01-04 出版日期:2014-02-25 发布日期:2014-03-17
  • 通讯作者: 屠康 E-mail:kangtu@njau.edu.cn
  • 基金资助:

    国家自然科学基金青年科学基金项目(31101282);公益性行业(农业)科研专项(201203070)

Detecting Chilling Injury at Early Stage of ‘Xiahui 5’ Honey Peach by Hyperspectral Reflectance and Half-Transmittance Imaging

ZHANG Qiang, PAN Lei-qing, WU Lin-wei, ZHU Na, ZHANG Wei, TU Kang*   

  1. College of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China
  • Received:2013-10-02 Revised:2014-01-04 Online:2014-02-25 Published:2014-03-17
  • Contact: Kang Tu E-mail:kangtu@njau.edu.cn

摘要:

研究了应用高光谱图像技术检测‘霞晖5号’水蜜桃早期冷害的方法。通过分析桃果实采后贮藏期间出汁率的变化,确定冷害发生的初始时间。进而针对早期冷害桃果实的400~1 000 nm波段的高光谱反射和半透射图像,应用独立主成分分析方法优选出冷害的特征波长,反射条件下为656、674 nm和704 nm,半透射条件下为640、745 nm和811 nm,并通过提取每个特征波长下的光谱平均值作为Fisher判别方法建模的特征集,所建水蜜桃早期冷害判别模型的预测准确率分别为83.0%和94.0%。结果表明,高光谱技术可以检测桃果实早期冷害,且半透射照射方式的判别结果优于反射方式。

关键词: 高光谱图像, 反射, 半透射, 水蜜桃, 冷害 , 检测

Abstract:

Hyperspectral imaging technique was investigated for the detection of chilling injury in ‘Xiahui 5’ honey
peach during the early postharvest storage period. Extractable juice content was measured during the storage to find
the time point of occurrance of early chilling injury. Then, hyperspectral reflectance and half-transmission images over
the wavelength range of 400–1 000 nm were captured, and independent components analysis (ICA) was implemented
on both modes of pictures, respectively. The optimal wavelengths selected by ICA were 656, 674 and 704 nm for
reflectance mode, and 640, 745 and 811 nm for half transmittance mode, respectively. Further, spectral average of
each characteristic band was chosen as the input of the Fisher discrimination model, an average prediction accuracy of
83.0% and 94.0% for each mode to distinguish between normal and early injured peach were achieved. This research
has demonstrated that the hyperspectral imaging technique is feasible for the detection of chilled peach at the early
period, and half transmittance mode has a better performance.

Key words: hyperspectral imaging, reflectance, half-transmittance, honey peach, chilling injury, detection

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