通过激光光反散射成像确定椰子饮料掺假的新方法

Q3 Agricultural and Biological Sciences Progress in Agricultural Engineering Sciences Pub Date : 2023-11-24 DOI:10.1556/446.2023.00082
Hoa Xuan Mac, Nga Thi Thanh Ha, Lien Le Phuong Nguyen, L. Baranyai
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引用次数: 0

摘要

在这项工作中,利用激光-光反散射(LLB)成像技术研究了椰子饮料加水稀释后的模拟掺假情况。激光视觉系统由六个低功率激光模块组成,发射的光束直径为 1 毫米,波长分别为 532、635、780、808、850 和 1,064 纳米。反向散射图像由一台分辨率为 12 位的灰度相机采集。提取了八个参数来描述反向散射轮廓。对 LLB 参数进行线性判别分析(LDA)和偏最小二乘法(PLS)回归,以对掺假椰子饮料样品的稀释程度进行分类和预测。结果表明,LLB 信号对掺假很敏感。LDA 结果显示,掺假样品被正确识别,准确率在 60% 到 100% 之间。PLS 模型能够估算出样品的掺假程度,验证的决定系数为 0.57-0.97。这一结果证明了激光-光反向散射成像技术作为一种快速、无损的光学技术在椰子饮料掺假评估中的潜力。
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A novel approach for determining coconut drink adulteration by means of laser light backscattering imaging
In this work, the simulated adulteration of coconut drink by dilution with water was investigated using laser-light backscattering (LLB) imaging. The laser vision system consisted of six low power laser modules, emitting 1 mm diameter beams at wavelengths of 532, 635, 780, 808, 850 and 1,064 nm. The backscattering images were acquired by a grey scale camera with 12 bit resolution. Eight parameters were extracted to describe the backscattering profile. The methods of linear discriminant analysis (LDA) and partial least squares (PLS) regression were performed on LLB parameters for classifying and predicting dilution level of adulterated coconut drink samples. Based on the results, LLB signals responded sensitively to adulteration. LDA results showed that adulterated samples were correctly recognized with accuracies between 60 and 100%. PLS models were able to estimate the adulteration level of samples with coefficients of determination of 0.57–0.97 in validation. This result demonstrated the potential of laser-light backscattering imaging as a rapid and non-destructive optical technique for evaluation of coconut drink adulteration.
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来源期刊
Progress in Agricultural Engineering Sciences
Progress in Agricultural Engineering Sciences Engineering-Industrial and Manufacturing Engineering
CiteScore
1.80
自引率
0.00%
发文量
6
期刊介绍: The Journal publishes original papers, review papers and preliminary communications in the field of agricultural, environmental and process engineering. The main purpose is to show new scientific results, new developments and procedures with special respect to the engineering of crop production and animal husbandry, soil and water management, precision agriculture, information technology in agriculture, advancements in instrumentation and automation, technical and safety aspects of environmental and food engineering.
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