Temperature-Corrected Calibration of GS3 and TEROS-12 Soil Water Content Sensors

The continuous monitoring of soil water content is commonly carried out using low-frequency capacitance sensors that require a site-specific calibration to relate sensor readings to apparent dielectric bulk permittivity (Kb) and soil water content (θ). In fine-textured soils, the conversion of Kb to θ is still challenging due to temperature effects on the bound water fraction associated with clay mineral surfaces, which is disregarded in factory calibrations. Here, a multi-point calibration approach accounts for temperature effects on two soils with medium to high clay content. A calibration strategy was developed using repacked soil samples in which the Kb-θ relationship was determined for temperature (T) steps from 10 to 40 °C. This approach was tested using the GS3 and TEROS-12 sensors (METER Group, Inc. Pullman, WA, USA; formerly Decagon Devices). Kb is influenced by T in both soils with contrasting T-Kb relationships. The measured data were fitted using a linear function θ = aKb + b with temperature-dependent coefficients a and b. The slope, a(T), and intercept, b(T), of the loam soil were different from the ones of the clay soil. The consideration of a temperature correction resulted in low RMSE values, ranging from 0.007 to 0.033 cm3 cm−3, which were lower than the RMSE values obtained from factory calibration (0.046 to 0.11 cm3 cm−3). However, each experiment was replicated only twice using two different sensors. Sensor-to-sensor variability effects were thus ignored in this study and will be systematically investigated in a future study. Finally, the applicability of the proposed calibration method was tested at two experimental sites. The spatial-average θ from a network of GS3 sensors based on the new calibration fairly agreed with the independent area-wide θ from the Cosmic Ray Neutron Sensor (CRNS). This study provided a temperature-corrected calibration to increase the accuracy of commercial sensors, especially under dry conditions, at two experimental sites.

[1]  J. Huisman,et al.  Recent Developments in Wireless Soil Moisture Sensing to Support Scientific Research and Agricultural Management , 2022, Sensors.

[2]  T. Ochsner,et al.  Calibration and validation of soil water reflectometers , 2022, Vadose Zone Journal.

[3]  L. Di Matteo,et al.  Processes in the Unsaturated Zone by Reliable Soil Water Content Estimation: Indications for Soil Water Management from a Sandy Soil Experimental Field in Central Italy , 2020, Sustainability.

[4]  H. Vereecken,et al.  Integrating Invasive and Non-invasive Monitoring Sensors to Detect Field-Scale Soil Hydrological Behavior , 2020, Frontiers in Water.

[5]  N. Moustakas,et al.  The Effect of Soil Iron on the Estimation of Soil Water Content Using Dielectric Sensors , 2020 .

[6]  Shanyong Wang,et al.  Calibration and Assessment of Capacitance-Based Soil Moisture Sensors , 2020 .

[7]  T. Nogueira,et al.  Performance of Soil Moisture Sensors in Florida Sandy Soils , 2020, Water.

[8]  R. Bindlish,et al.  Field evaluation of portable soil water content sensors in a sandy loam , 2020, Vadose Zone Journal.

[9]  Johan Alexander Huisman,et al.  On the Accuracy of Factory-Calibrated Low-Cost Soil Water Content Sensors , 2019, Sensors.

[10]  Jaeyoung Cho,et al.  Laboratory and Field Assessment of the Decagon 5TE and GS3 Sensors for Estimating Soil Water Content in Saline-Alkali Reclaimed Soils , 2017 .

[11]  Johan Alexander Huisman,et al.  Effective Calibration of Low-Cost Soil Water Content Sensors , 2017, Sensors.

[12]  Aaron A. Berg,et al.  Laboratory Calibration Procedures of the Hydra Probe Soil Moisture Sensor:Infiltration Wet‐Up vs. Dry‐Down , 2014 .

[13]  Heather McNairn,et al.  Evaluation of several calibration procedures for a portable soil moisture sensor , 2013 .

[14]  Mitsuhiro Inoue,et al.  Calibration of Temperature Effect on Dielectric Probes Using Time Series Field Data , 2013 .

[15]  Scott B. Jones,et al.  Evaluation of Standard Calibration Functions for Eight Electromagnetic Soil Moisture Sensors , 2013 .

[16]  Andrzej Wilczek,et al.  A TDR-Based Soil Moisture Monitoring System with Simultaneous Measurement of Soil Temperature and Electrical Conductivity , 2012, Sensors.

[17]  Ali Fares,et al.  Improved Calibration Functions of Three Capacitance Probes for the Measurement of Soil Moisture in Tropical Soils , 2011, Sensors.

[18]  Johan Alexander Huisman,et al.  Correction of Temperature and Electrical Conductivity Effects on Dielectric Permittivity Measurements with ECH2O Sensors , 2011 .

[19]  H. Vereecken,et al.  Potential of Wireless Sensor Networks for Measuring Soil Water Content Variability , 2010 .

[20]  S. Seneviratne,et al.  Investigating soil moisture-climate interactions in a changing climate: A review , 2010 .

[21]  Andrew W. Western,et al.  Towards a general equation for frequency domain reflectometers | NOVA. The University of Newcastle's Digital Repository , 2010 .

[22]  Jan W. Hopmans,et al.  Frequency, electrical conductivity and temperature analysis of a low-cost capacitance soil moisture sensor , 2008 .

[23]  J. A. Tolk,et al.  Soil Profile Water Content Determination: Sensor Accuracy, Axial Response, Calibration, Temperature Dependence, and Precision , 2006 .

[24]  Mark S. Seyfried,et al.  Dielectric Loss and Calibration of the Hydra Probe Soil Water Sensor , 2005 .

[25]  Yuan-shi Gong,et al.  The effects of soil bulk density, clay content and temperature on soil water content measurement using time‐domain reflectometry , 2003 .

[26]  D. Or,et al.  Temperature effects on soil bulk dielectric permittivity measured by time domain reflectometry: Experimental evidence and hypothesis development , 1999 .

[27]  D. Or,et al.  Temperature effects on soil bulk dielectric permittivity measured by time domain reflectometry: A physical model , 1999 .

[28]  R. Schulin,et al.  Calibration of time domain reflectometry for water content measurement using a composite dielectric approach , 1990 .

[29]  S. Zegelin,et al.  Improved field probes for soil water content and electrical conductivity measurement using time domain reflectometry , 1989 .

[30]  D. Kane,et al.  Monitoring the unfrozen water content of soil and snow using time domain reflectometry , 1983 .

[31]  A. P. Annan,et al.  Electromagnetic determination of soil water content: Measurements in coaxial transmission lines , 1980 .

[32]  H. Vereecken,et al.  Monitoring Hydrological Processes for Land and Water Resources Management in a Mediterranean Ecosystem: The Alento River Catchment Observatory , 2018 .

[33]  Michael H. Cosh,et al.  Field and Laboratory Evaluation of the CS655 Soil Water Content Sensor , 2018 .

[34]  Gerrit van Straten,et al.  Dielectric sensors in an automated facility for testing salt tolerance of irrigated field crops , 2014 .

[35]  Nigel J. Livingston,et al.  Temperature‐Dependent Measurement Errors in Time Domain Reflectometry Determinations of Soil Water , 1995 .

[36]  C. G. Gardner,et al.  High dielectric constant microwave probes for sensing soil moisture , 1974 .