基于微波自由空间测量的小麦含水率检测方法
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国家重点研发计划项目(2017YFC0403203)、国家自然科学基金项目(41301450)和陕西省重点研发计划项目(2017ZDXM-NY-060)


Detection Method of Moisture Content of Wheat with Microwave Free-space Measurement
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    摘要:

    为了实现小麦含水率的快速检测,采用微波自由空间测量法研究了信号频率(1~4GHz)、温度(10~40℃)、含水率(11.35%~17.79%)和容积密度(低、高)对小麦相对介电常数的影响,分析了影响相对介电常数变化的原因,建立了不同频率下小麦含水率的预测模型,并对模型进行了验证。研究结果表明,在1~4GHz频段内,小麦的相对介电常数随含水率、温度和容积密度的增大而增大,随着信号频率的增大而减小;所建立的支持向量机模型取得了很好的预测效果,对比于单频和多频,全频下的预测模型最优,其预测集相关系数、预测集均方根误差和剩余预测偏差分别达到了0.9929、0.0513%和18.67。研究表明,微波自由空间法可用于检测小麦含水率。

    Abstract:

    Aiming to explore a rapid method for detecting content of wheat content, based on microwave free-space measurement, the effects of frequency (1~4GHz), temperature (10~40℃), moisture content (11.35%~17.79%) and bulk density (low and high) on the relative dielectric constant of wheat were studied. The factors causing the effect of changes in the relative dielectric constant of wheat were analyzed, the prediction models of wheat moisture content with different frequencies were established, and the model was verified. The experimental results demonstrated that in the frequency range of 1~4GHz, the relative dielectric constant of wheat was increased with the increase of moisture content, temperature and bulk density of samples, but it was decreased when frequency was increased. Furthermore, all samples were partitioned into calibration set (60 samples) and prediction set (24 samples), the established support vector machine (SVM) model had good performance for the moisture content prediction. Compared with single-frequency and multi-frequency, the prediction model with full-frequency was the best, and the correlation coefficient of prediction, root-mean-square error of prediction and residual prediction deviation were 0.9929, 0.0513% and 18.67, respectively. The results indicated that the microwave free-space measurement could be used to detect moisture content of wheat. The research was helpful to develop a new wheat moisture detector which could be used in situ or online detection.

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郭交,段凯文,郭文川.基于微波自由空间测量的小麦含水率检测方法[J].农业机械学报,2019,50(6):338-343,378.

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  • 收稿日期:2018-12-20
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  • 在线发布日期: 2019-06-10
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