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利用电阻抗光谱、神经网络和物联网技术对橄榄品种进行鉴定和分类。

Characterization and Differentiation between Olive Varieties through Electrical Impedance Spectroscopy, Neural Networks and IoT.

机构信息

Graphics Engineering Department, University of Seville, 41013 Seville, Spain.

Aerospace Engineering and Fluid Mechanical Department, University of Seville, 41013 Seville, Spain.

出版信息

Sensors (Basel). 2020 Oct 20;20(20):5932. doi: 10.3390/s20205932.

Abstract

Electrical impedance has shown itself to be useful in measuring the properties and characteristics of agri-food products: fruit quality, moisture content, the germination capacity in seeds or the frost-resistance of fruit. In the case of olives, it has been used to determine fat content and optimal harvest time. In this paper, a system based on the System on Chip (SoC) AD5933 running a 1024-point discrete Fourier transform (DFT) to return the impedance value as a magnitude and phase and which, working together with two ADG706 analog multiplexers and an external programmable clock based on a synthesized DDS in a FPGA XC3S250E-4VQG100C, allows for the impedance measurement in agri-food products with a frequency sweep from 1 Hz to 100 kHz. This paper demonstrates how electrical impedance is affected by the temperature both in freshly picked olives and in those processed in brine and provides a way to characterize cultivars by making use of only the electrical impedance, neural networks (NN) and the Internet of Things (IoT), allowing information to be collected from the olive samples analyzed both on farms and in factories.

摘要

电导率已被证明在测量农产品的特性和特性方面非常有用

水果的质量、水分含量、种子的发芽能力或水果的抗冻能力。在橄榄的情况下,它已被用于确定脂肪含量和最佳收获时间。在本文中,提出了一种基于片上系统 (SoC) AD5933 运行 1024 点离散傅里叶变换 (DFT) 的系统,返回阻抗值的幅度和相位,该系统与两个 ADG706 模拟多路复用器和一个外部可编程时钟结合使用,该时钟基于 FPGA XC3S250E-4VQG100C 中的合成 DDS,允许在 1 Hz 至 100 kHz 的频率范围内对农产品进行阻抗测量。本文演示了电导率如何受到新鲜采摘的橄榄和盐水处理的橄榄温度的影响,并提供了一种仅使用电导率、神经网络 (NN) 和物联网 (IoT) 来表征品种的方法,允许从橄榄样本中收集信息进行分析,这些样本既可以在农场也可以在工厂进行分析。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0a84/7589123/afd6a9a41fe1/sensors-20-05932-g001.jpg

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