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A portable device for detecting fruit quality by diffuse reflectance Vis/NIR spectroscopy

机译:用于通过漫反射率VI / NIR光谱检测果实质量的便携式装置

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Soluble solid content (SSC) is a major quality parameter to fruit, which has influence on its flavor or texture. Some researches on the on-line non-invasion detection of fruit quality were published. However, consumers desire portable devices currently. This study aimed to develop a portable device for accurate, real-time and nondestructive determination of quality factors of fruit based on diffuse reflectance Vis/NIR spectroscopy (520-950 nm). The hardware of the device consisted of four units: light source unit, spectral acquisition unit, central processing unit, display unit. Halogen lamp was chosen as light source. When working, its hand-held probe was in contact with the surface of fruit samples thus forming dark environment to shield the interferential light outside. Diffuse reflectance light was collected and measured by spectrometer (USB4000). ARM (Advanced RISC Machines), as central processing unit, controlled all parts in device and analyzed spectral data. Liquid Crystal Display (LCD) touch screen was used to interface with users. To validate its reliability and stability, 63 apples were tested in experiment, 47 of which were chosen as calibration set, while others as prediction set. Their SSC reference values were measured by refractometer. At the same time, samples' spectral data acquired by portable device were processed by standard normalized variables (SNV) and Savitzky-Golay filter (S-G) to eliminate the spectra noise. Then partial least squares regression (PLSR) was applied to build prediction models, and the best predictions results was achieved with correlation coefficient (r) of 0.855 and standard error of 0.6033' Brix. The results demonstrated that this device was feasible to quantitatively analyze soluble solid content of apple.
机译:可溶性固体含量(SSC)是果实的主要质量参数,其对其风味或质地产生影响。发布了对果实质量在线无侵入检测的研究。但是,消费者希望当前是便携式设备。本研究旨在开发一种便携式装置,用于基于漫反射率Vis / Nir光谱(520-950nm)的准确,实时和非破坏性测定水果的质量因素。设备的硬件由四个单元组成:光源单元,光谱采集单元,中央处理单元,显示单元。选择卤素灯作为光源。在工作时,其手持探针与水果样品表面接触,从而形成暗环境以屏蔽外部的干扰灯。通过光谱仪(USB4000)收集并测量漫反射光。 ARM(高级RISC机器)作为中央处理单元,控制设备中的所有部件和分析的光谱数据。液晶显示器(LCD)触摸屏用于与用户界面。为了验证其可靠性和稳定性,在实验中测试了63个苹果,其中47个被选为校准集,而其他作为预测集合。通过折射计测量其SSC参考值。同时,通过标准归一化变量(SNV)和SAVITZKY-GOLAY滤波器(S-G)来处理由便携式设备获取的样本的光谱数据,以消除光谱噪声。然后应用局部最小二乘回归(PLSR)来构建预测模型,并且通过0.855的相关系数(R)和0.6033'Brix的标准误差来实现最佳预测结果。结果表明,该装置是可行的,可以定量分析苹果的可溶性固体含量。

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