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基于扫频的微波传感器进行土壤湿度感测。

Soil moisture sensing via swept frequency based microwave sensors.

机构信息

USDA-ARS, Cotton Production and Processing Unit, Lubbock, TX 79403, USA.

出版信息

Sensors (Basel). 2012;12(1):753-67. doi: 10.3390/s120100753. Epub 2012 Jan 11.

Abstract

There is a need for low-cost, high-accuracy measurement of water content in various materials. This study assesses the performance of a new microwave swept frequency domain instrument (SFI) that has promise to provide a low-cost, high-accuracy alternative to the traditional and more expensive time domain reflectometry (TDR). The technique obtains permittivity measurements of soils in the frequency domain utilizing a through transmission configuration, transmissometry, which provides a frequency domain transmissometry measurement (FDT). The measurement is comparable to time domain transmissometry (TDT) with the added advantage of also being able to separately quantify the real and imaginary portions of the complex permittivity so that the measured bulk permittivity is more accurate that the measurement TDR provides where the apparent permittivity is impacted by the signal loss, which can be significant in heavier soils. The experimental SFI was compared with a high-end 12 GHz TDR/TDT system across a range of soils at varying soil water contents and densities. As propagation delay is the fundamental measurement of interest to the well-established TDR or TDT technique; the first set of tests utilized precision propagation delay lines to test the accuracy of the SFI instrument's ability to resolve propagation delays across the expected range of delays that a soil probe would present when subjected to the expected range of soil types and soil moisture typical to an agronomic cropping system. The results of the precision-delay line testing suggests the instrument is capable of predicting propagation delays with a RMSE of +/-105 ps across the range of delays ranging from 0 to 12,000 ps with a coefficient of determination of r(2) = 0.998. The second phase of tests noted the rich history of TDR for prediction of soil moisture and leveraged this history by utilizing TDT measured with a high-end Hewlett Packard TDR/TDT instrument to directly benchmark the SFI instrument over a range of soil types, at varying levels of moisture. This testing protocol was developed to provide the best possible comparison between SFI to TDT than would otherwise be possible by using soil moisture as the bench mark, due to variations in soil density between soil water content levels which are known to impact the calibration between TDR's estimate of soil water content from the measured propagation delay which is converted to an apparent permittivity measurement. This experimental decision, to compare propagation delay of TDT to FDT, effectively removes the errors due to variations in packing density from the evaluation and provides a direct comparison between the SFI instrument and the time domain technique of TDT. The tests utilized three soils (a sand, an Acuff loam and an Olton clay-loam) that were packed to varying bulk densities and prepared to provide a range of water contents and electrical conductivities by which to compare the performance of the SFI technology to TDT measurements of propagation delay. For each sample tested, the SFI instrument and the TDT both performed the measurements on the exact same probe, thereby both instruments were measuring the exact same soil/soil-probe response to ensure the most accurate means to compare the SFI instrument to a high-end TDT instrument. Test results provided an estimated instrumental accuracy for the SFI of +/-0.98% of full scale, RMSE basis, for the precision delay lines and +/-1.32% when the SFI was evaluated on loam and clay loam soils, in comparison to TDT as the bench-mark. Results from both experiments provide evidence that the low-cost SFI approach is a viable alternative to conventional TDR/TDT for high accuracy applications.

摘要

需要低成本、高精度地测量各种材料的含水量。本研究评估了一种新的微波扫频域仪器(SFI)的性能,该仪器有望成为传统且昂贵得多的时域反射计(TDR)的低成本、高精度替代品。该技术利用透射配置在频域中获取土壤的介电常数测量值,即透射谱法,它提供了频域透射谱法测量(FDT)。该测量与时域透射谱法(TDT)相当,其优点是还能够分别量化复介电常数的实部和虚部,从而使测量的体积介电常数比 TDR 提供的测量值更准确,因为表观介电常数受信号损耗的影响,在较重的土壤中,信号损耗可能会很显著。在不同土壤水分含量和密度下,实验性 SFI 与高端 12GHz TDR/TDT 系统进行了比较。由于传播延迟是 TDR 或 TDT 技术最感兴趣的基本测量值,因此第一组测试利用精密传播延迟线来测试 SFI 仪器在预期土壤类型范围内和典型农业种植系统土壤水分预期范围内解决传播延迟的能力的准确性。精密延迟线测试的结果表明,该仪器能够以 +/-105ps 的均方根误差(RMSE)预测传播延迟,延迟范围从 0 到 12000ps,决定系数 r(2)为 0.998。第二阶段的测试注意到 TDR 在预测土壤水分方面有着丰富的历史,并利用这一历史,通过利用高端惠普 TDR/TDT 仪器测量 TDT,在不同类型的土壤中,在不同的水分水平上,直接对 SFI 仪器进行基准测试。该测试协议旨在通过使用土壤水分作为基准来尽可能地在 SFI 与 TDT 之间进行比较,因为土壤密度之间的变化会影响 TDR 从测量的传播延迟转换为表观介电常数测量值来估计土壤水分含量的校准。由于压实密度的变化会影响 TDR 从测量的传播延迟转换为表观介电常数测量值来估计土壤水分含量的校准,因此这种实验决策将 TDT 的传播延迟与 FDT 进行比较,有效地消除了评估过程中由于压实密度变化而产生的误差,并在 SFI 仪器和 TDT 的时域技术之间提供了直接比较。测试使用了三种土壤(沙、阿库夫壤土和奥尔顿粘壤土),将其压实至不同的体积密度,并制备成不同的含水量和电导率,以比较 SFI 技术与 TDT 对传播延迟的测量性能。对于测试的每个样本,SFI 仪器和 TDT 都在完全相同的探头上进行了测量,因此两个仪器都测量了完全相同的土壤/土壤探头响应,以确保将 SFI 仪器与高端 TDT 仪器进行最准确的比较。测试结果提供了 SFI 的估计仪器精度,在精密延迟线的基础上为 +/-0.98%的满刻度,在评估壤土和粘壤土时为 +/-1.32%,与 TDT 作为基准相比。这两个实验的结果都提供了证据,表明低成本 SFI 方法是传统 TDR/TDT 的一种可行替代方案,适用于高精度应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca3d/3279238/990b7000b554/sensors-12-00753f1.jpg

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