Estimating Chalkiness in Endosperm of Typical and Bleached Durum Kernels from Transmission Scanned Images

IF 0.8 4区 农林科学 Q4 AGRICULTURAL ENGINEERING
D. Brabec, L. Pordesimo
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引用次数: 0

Abstract

HighlightsDurum wheat kernels were examined using flatbed scanner in transmission mode.Image processing routines were written to determine the %chalkiness per kernel.The distribution of %chalkiness uniquely described market samples.Abstract. The vitreousness of durum samples is regarded by the worldwide wheat industry as an important quality factor for durum shipments. One issue with grading durum occurs on occasional years of unfavorable harvest conditions which result in the kernel outer bran becoming cloudy. Imaging scanners can use either reflective or transmitted lighting. All scanned images of our durum samples were collected using transmissive lighting. Although, “vitreousness” is the usual term applied to durum samples, for this study, “chalkiness” or the inverse property was featured.Both typical and bleached durum kernels were imaged and analyzed. Bleaching seeds has aided grain inspector to visually evaluate the kernels. With computer imaging analysis of bleached kernels, the magnitude of %chalk was significantly attenuated with bleaching verses typical kernels. Still, discrimination of medium and highly chalky kernels was possible with both the typical and bleached seeds.Seed orientation was a source of measurement variability. Seeds were manually and carefully oriented into two distinctly different positions. At the critical lower levels of detection, crease-down orientation may indicate a 100% vitreous seed with the two-dimension view of the scanner, but then 11 of 25 seeds measured some amount of chalkiness when the seed was turned on its side. Furthermore, for seeds with higher amounts of chalkiness, over half of those seeds measured 30% differences.Several durum market samples were provided by Federal Grain Inspection Service and contained levels of non-vitreous seeds for each of three sub-classes of durum: 80%, 65%, 50% vitreous seed. The samples were imaged and analyzed, and chalkiness distributions were plotted. These plots characterize the %chalk for the three classes of wheat. The imaging methods worked satisfactorily for the high and medium levels %chalk per kernel. But the very-low level of chalkiness per kernel proved to be more challenging and was not consistent. Keywords: Grain inspection, HVAC (hard and vitreous kernels of amber color), Image analysis, Vitreousness.
从透射扫描图像估计典型硬粒和漂白硬粒胚乳的白垩度
用平板扫描仪在透射模式下检测硬粒小麦籽粒。编写了图像处理例程来确定每个内核的%垩白度。对市场样品中%垩白度的分布进行了独特的描述。硬粒样品的玻璃性被世界小麦行业视为硬粒运输的重要质量因素。硬粒分级的一个问题发生在偶尔的不利收获条件下,导致籽粒外麸皮变得浑浊。成像扫描仪可以使用反射光或透射光。所有硬膜样品的扫描图像都是用透射光采集的。虽然“玻璃质”是硬膜样品的常用术语,但在本研究中,“白垩性”或相反的性质是特征。对典型硬粒和漂白硬粒进行了成像和分析。漂白种子有助于谷物检查员直观地评估籽粒。通过计算机成像分析,漂白后的白垩与典型的白垩相比,白垩的幅度明显减弱。尽管如此,对于典型和漂白的种子,仍然可以区分中等和高度白垩的籽粒。种子朝向是测量变异的一个来源。种子被手工小心地放置在两个截然不同的位置。在较低的检测水平下,折痕向下的方向可能表明扫描仪二维视图下100%的玻璃体种子,但是当种子翻转时,25个种子中有11个测量到一定程度的白垩。此外,对于白垩度较高的种子,超过一半的种子测量了30%的差异。联邦谷物检验局提供了几个硬粒市场样本,在三个硬粒亚类中分别含有80%、65%和50%的非玻璃质种子。对样品进行了成像和分析,并绘制了白垩度分布图。这些曲线图显示了三类小麦的垩白度。成像方法适用于每粒高、中含量的白垩%。但事实证明,每粒白垩度非常低的水平更具挑战性,而且不一致。关键词:颗粒检测,HVAC(琥珀色硬玻璃核),图像分析,玻璃性。
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来源期刊
Applied Engineering in Agriculture
Applied Engineering in Agriculture 农林科学-农业工程
CiteScore
1.80
自引率
11.10%
发文量
69
审稿时长
6 months
期刊介绍: This peer-reviewed journal publishes applications of engineering and technology research that address agricultural, food, and biological systems problems. Submissions must include results of practical experiences, tests, or trials presented in a manner and style that will allow easy adaptation by others; results of reviews or studies of installations or applications with substantially new or significant information not readily available in other refereed publications; or a description of successful methods of techniques of education, outreach, or technology transfer.
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