苹果硬度预测多光谱成像系统的研制

Jason Sun, R. Künnemeyer, A. McGlone, P. Rowe, S. Talele
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引用次数: 2

摘要

近年来,多光谱成像作为一种评估果实硬度的手段得到了广泛的研究。在这里,我们报告了静态多光谱成像系统(MSI)的开发,该系统用于验证该技术在高速商业分级中的潜力。该系统由一个高性能CMOS相机、四个激光器、电子控制快门和一个位置控制系统组成。它捕获了水果上的四个光谱散射图像。在这项研究中,使用静态MSI测量了100个“皇家庆典”苹果。MSI测量应用于完整的苹果,也应用于通过去除厚皮片暴露的内部果肉的平坦表面。采用标准光扩散模型和启发式修正洛伦兹模型拟合了散射曲线。结果表明:穿透仪硬度与模型参数的相关性较差,在平面测量的最佳情况下,相关系数R在0.4 ~ 0.8之间。虽然多变量模型可以改善相关性,但这项工作表明,激光散射信息本身不足以预测确定性。
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Development of a multispectral imaging system for apple firmness prediction
Multispectral imaging has been studied in recent years as a means of assessing fruit firmness. Here we report on the development of a static multispectral imaging system (MSI) that was used to validate the potential of the technique for high-speed commercial grading. The system consists of a high-performance CMOS camera, four lasers, electronically controlled shutters and a location control system. It captures four spectral scattering images on the fruit. In this study 100 `Royal Gala' apples have been measured using the static MSI. The MSI measurements were applied on the intact apple and also on a flat surface of internal flesh exposed by removing a thick skin slice. The scattering profiles were fitted with a standard light diffusion model and a heuristic modified Lorentzian model. The results showed that the correlations between penetrometer firmness and model parameters were poor, with the correlation coefficient, R, ranging from 0.4 to 0.8 in the best circumstance of the flat surface measurements. Although multivariate models can improve the correlations, this work suggests that laser scattering information on its own is not sufficient to predict the firmness.
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