一种用于优化猕猴桃采收时间和采后质量管理的现场可展开光谱方法

IF 6.8 1区 农林科学 Q1 AGRONOMY
Te Ma , Tetsuya Inagaki , Satoru Tsuchikawa , Hao Jiang
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引用次数: 0

摘要

广泛的研究集中在使用可见光-近红外(Vis-NIR)光谱技术对采后农产品进行实验室质量评估。最近,可现场部署的解决方案越来越多,然而,评估水果硬度仍然具有挑战性。与含糖量一样,硬度是一个关键因素,因为它对水果的味道和采后的保质期有很大的影响。本研究通过集成三个模块,设计了便携式可见光-近红外空间分辨光谱(SRS)系统:(1)在6个径向距离上布设36通道光纤阵列,获取不同氯吡脲(CPPU)处理下翠香和瑞玉两种猕猴桃108个样品的空间分辨漫反射曲线;(2)在600 ~ 1100 nm波长范围内,采用分辨率为4.5 nm的高光谱成像相机,结合卤素照明,减少光谱数据的测量时间;(3)采用偏最小二乘(PLS)回归分析和竞争性自适应重加权抽样技术,优化散射增强的硬度预测和散射抑制的可溶性固形物含量(SSC)定量。使用“Cuixiang”品种进行的现场验证证明了系统的操作鲁棒性,坚固度的Rval2 = 0.65和RMSEval = 1.23 N, SSC的Rval2 = 0.65和RMSEval = 1%。相比之下,‘瑞玉’品种的硬度Rval2和RMSEval值分别为0.14和2.18 N, SSC的Rval2和RMSEval值分别为0.39和1.45%。这可能是因为“瑞宇”有更厚的皮肤和更细的毛发,这可能会干扰设计设备的光反射测量。这些结果突出了接触SRS作为评估“翠香”猕猴桃成熟度的有用工具的潜力,特别是在硬度方面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A field-deployable spectroscopic approach for optimizing kiwifruit harvest timing and postharvest quality management
Extensive research has focused on using visible-near-infrared (Vis-NIR) spectroscopy for laboratory-based quality assessment of postharvest agricultural products. Recently, field-deployable solutions are becoming increasing available, however, assessing fruit firmness remains challenging. Along with sugar content, firmness is a critical factor because of its strong influence on fruit taste and postharvest shelf life. This study designed a portable Vis–NIR spatially resolved spectroscopic (SRS) system by integrating three modules: (1) a 36-channel fiber array was arranged in six radial distances to acquire spatially resolved diffuse reflectance profiles of 108 kiwifruit samples from each of the two kiwifruit species ‘Cuixiang’ and ‘Ruiyu’ with different forchlorfenuron (CPPU) treatments, (2) a cost-effective hyperspectral imaging camera within a wavelength range of 600–1100 nm, with a resolution of 4.5 nm combined with halogen illumination was employed to reduce the measurement time of spectral data, and (3) partial least squares (PLS) regression analysis coupled with the competitive adaptive reweighted sampling technique were developed to optimize scattering-enhanced firmness prediction and scattering-suppressed soluble solids content (SSC) quantification. Field validation using the ‘Cuixiang’ species demonstrated the operational robustness of the system, with Rval2 = 0.65 and RMSEval = 1.23 N for firmness and Rval2 = 0.65 and RMSEval = 1 % for SSC. In contrast, for ‘Ruiyu’ species, Rval2 and RMSEval were 0.14 and 2.18 N for firmness, Rval2 and RMSEval values of 0.39 and 1.45 % for SSC. This could be because ‘Ruiyu’ have thicker skin and more fine hairs, which may have interfered the light reflectance measurements of the designed device. These results highlight the potential of contact SRS as an useful tool for assessing the ripeness of ‘Cuixiang’ kiwifruit, particularly in terms of firmness.
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来源期刊
Postharvest Biology and Technology
Postharvest Biology and Technology 农林科学-农艺学
CiteScore
12.00
自引率
11.40%
发文量
309
审稿时长
38 days
期刊介绍: The journal is devoted exclusively to the publication of original papers, review articles and frontiers articles on biological and technological postharvest research. This includes the areas of postharvest storage, treatments and underpinning mechanisms, quality evaluation, packaging, handling and distribution of fresh horticultural crops including fruit, vegetables, flowers and nuts, but excluding grains, seeds and forages. Papers reporting novel insights from fundamental and interdisciplinary research will be particularly encouraged. These disciplines include systems biology, bioinformatics, entomology, plant physiology, plant pathology, (bio)chemistry, engineering, modelling, and technologies for nondestructive testing. Manuscripts on fresh food crops that will be further processed after postharvest storage, or on food processes beyond refrigeration, packaging and minimal processing will not be considered.
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