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Soil Moisture Sensing via Swept Frequency Based Microwave Sensors

机译:通过基于扫频的微波传感器进行土壤湿度感测

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摘要

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 r2 = 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.
机译:需要低成本,高精度地测量各种材料中的水含量。这项研究评估了一种新型微波扫频域仪器(SFI)的性能,该仪器有望为传统且更昂贵的时域反射仪(TDR)提供低成本,高精度的替代产品。该技术利用直通透射配置透射法获得了频域土壤的介电常数测量值,该方法可提供频域透射率测量(FDT)。该测量可与时域透射法(TDT)相媲美,其附加优点还在于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测量TDR所提供的表观介电常数为受信号损失的影响,这在较重的土壤中可能非常明显。在不同土壤含水量和密度的情况下,将实验SFI与高端12 GHz TDR / TDT系统进行了比较,该系统适用于各种土壤。传播延迟是完善的TDR或TDT技术所关注的基本度量;第一组测试使用精密传播延迟线来测试SFI仪器在预期的土壤类型和土壤水分的预期范围内时,在预期的延迟范围内解决传播延迟的能力的准确性。农艺种植系统。精密延迟线测试的结果表明,该仪器能够在0到12,000 ps的延迟范围内以±105 ps的RMSE预测传播延迟,其确定系数为r2 = 0.998。测试的第二阶段记录了TDR在预测土壤水分方面的丰富历史,并利用高端Hewlett Packard TDR / TDT仪器测得的TDT在不同土壤类型范围内直接对SFI仪器进行基准测试,从而利用了这一历史水分含量。开发该测试协议的目的是提供SFI与TDT的最佳对比,而这比通过使用土壤水分作为基准可以实现的最佳对比,这是因为已知土壤水含量水平之间的土壤密度变化会影响TDR估算之间的校准由测得的传播延迟得出土壤水分含量,将其转换为表观介电常数测量值。该实验决定是比较TDT与FDT的传播延迟,从评估中有效消除了由于装填密度变化而引起的误差,并提供了SFI仪器与TDT时域技术之间的直接比较。该测试使用了三种土壤(沙子,Acuff壤土和Olton粘土壤土),它们被包装成不同的堆积密度,并准备提供一定范围的水含量和电导率,以比较SFI技术与TDT的性能。传播延迟的测量。对于每个测试样品,SFI仪器和TDT都在完全相同的探针上进行测量,因此这两个仪器都在测量完全相同的土壤/土壤探针响应,以确保以最准确的方式将SFI仪器与高灵敏度的仪器进行比较。结束TDT仪器。与TDT相比,测试结果提供了SFI的估计仪器精度(以RMSE为基准,为满量程的+/- 0.98%),以及在壤土和黏土壤土上评估SFI时的精度延迟线为+/- 1.32%。作为基准。这两个实验的结果均提供了证据,表明低成本SFI方法对于高精度应用而言是传统TDR / TDT的可行替代方案。

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