Assessing Effects of Salinity on the Performance of a Low-Cost Wireless Soil Water Sensor

Low-cost, accurate soil water sensors combined with wireless communication in an internet of things (IoT) framework can be harnessed to enhance the benefits of precision irrigation. However, the accuracy of low-cost sensors (e.g., based on resistivity or capacitance) can be affected by many factors, including salinity, temperature, and soil structure. Recent developments in wireless sensor networks offer new possibilities for field-scale monitoring of soil water content (SWC) at high spatiotemporal scales, but to install many sensors in the network, the cost of the sensors must be low, and the mechanism of operation needs to be robust, simple, and consume low energy for the technology to be practically relevant. This study evaluated the performance of a resistivity–capacitance-based wireless sensor (Sensoterra BV, 1018LE Amsterdam, Netherlands) under different salinity levels, temperature, and soil types in a laboratory. The sensors were evaluated in glass beads, Oso Flaco sand, Columbia loam, and Yolo clay loam soils. A nonlinear relationship was exhibited between the sensor measured resistance (Ω) and volumetric soil water content (θ). The Ω–θ relationship differed by soil type and was affected by soil solution salinity. The sensor was extremely sensitive at higher water contents with high uncertainty, and insensitive at low soil water content accompanied by low uncertainty. The soil solution salinity effects on the Ω–θ relationship were found to be reduced from sand to sandy loam to clay loam. In clay soils, surface electrical conductivity (ECs) of soil particles had a more dominant effect on sensor performance compared to the effect of solution electrical conductivity (ECw). The effect of temperature on sensor performance was minimal, but sensor-to-sensor variability was substantial. The relationship between bulk electrical conductivity (ECb) and volumetric soil water content was also characterized in this study. The results of this study reveal that if the sensor is properly calibrated, this low-cost wireless soil water sensor has the potential of improving soil water monitoring for precision irrigation and other applications at high spatiotemporal scales, due to the ease of integration into IoT frameworks.

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

[2]  Tammo S. Steenhuis,et al.  A soil‐water‐balance approach to quantify groundwater recharge from irrigated cropland in the North China Plain , 2003 .

[3]  Ali Fares,et al.  Temperature and Probe‐to‐Probe Variability Effects on the Performance of Capacitance Soil Moisture Sensors in an Oxisol , 2016 .

[4]  M. Martínez-Mena,et al.  The role of antecedent soil water content in the runoff response of semiarid catchments: a simulation approach , 2003 .

[5]  P. L. Poulton,et al.  An electromagnetic induction method for monitoring variation in soil moisture in agroforestry systems , 2007 .

[6]  J. Hopmans,et al.  Multi‐Functional Heat Pulse Probe for the Simultaneous Measurement of Soil Water Content, Solute Concentration, and Heat Transport Parameters , 2003 .

[7]  Shivam Tripathi,et al.  Laboratory Calibration and Performance Evaluation of Low-Cost Capacitive and Very Low-Cost Resistive Soil Moisture Sensors , 2020, Sensors.

[8]  Stefan Finsterle,et al.  Estimation of field‐scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data , 2005 .

[9]  T. Miyamoto,et al.  Effects of Liquid-phase Electrical Conductivity, Water Content, and Surface Conductivity on Bulk Soil Electrical Conductivity1 , 1976 .

[10]  Harry Vereecken,et al.  Sensor‐to‐Sensor Variability of the ECH2O EC‐5, TE, and 5TE Sensors in Dielectric Liquids , 2010 .

[11]  J. Qu,et al.  Satellite remote sensing applications for surface soil moisture monitoring: A review , 2009 .

[12]  Modeling Soil–Water–Disease Interactions of Flood‐Irrigated Mandarin Orange Trees: Role of Root Distribution Parameters , 2018 .

[13]  A. Tuli,et al.  Effect of degree of fluid saturation on transport coefficients in disturbed soils , 2003 .

[14]  Markus Reichstein,et al.  Evidence for soil water control on carbon and water dynamics in European forests during the extremely dry year: 2003 , 2007 .

[15]  Mitsuhiro Inoue,et al.  Empirical Temperature Calibration of Capacitance Probes to Measure Soil Water , 2009 .

[16]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[17]  Harwin,et al.  Nanotechnologies in water and air pollution treatment , 2012 .

[18]  A. Lewandowski,et al.  Dielectric Properties of Glass Beads with Talc as a Reference Material for Calibration and Verification of Dielectric Methods and Devices for Measuring Soil Moisture , 2020, Materials.

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

[20]  R. Knight,et al.  Soil Moisture Measurement for Ecological and Hydrological Watershed‐Scale Observatories: A Review , 2008 .

[21]  S. G. Reynolds The gravimetric method of soil moisture determination Part I A study of equipment, and methodological problems , 1970 .

[22]  H. Vereecken,et al.  A terrestrial observatory approach to the integrated investigation of the effects of deforestation on water, energy, and matter fluxes , 2014, Science China Earth Sciences.

[23]  G. J. Kluitenberg,et al.  Simultaneous Measurement of Soil Water Content and Salinity Using a Frequency‐Response Method , 2004 .

[24]  H. Vereecken,et al.  Monitoring Soil Water Content Using Time‐Lapse Horizontal Borehole GPR Data at the Field‐Plot Scale , 2019, Vadose Zone Journal.

[25]  Hao Wang,et al.  Investigation of Rainfall-Runoff Processes and Soil Moisture Dynamics in Grassland Plots under Simulated Rainfall Conditions , 2014 .

[26]  R. Muñoz‐Carpena,et al.  Modelling soil water dynamics considering measurement uncertainty , 2015 .

[27]  Sui Yang Khoo,et al.  Soil Bulk Density Estimation Methods: A Review , 2018, Pedosphere.

[28]  B. Scanlon,et al.  Ground water and climate change , 2013 .

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

[30]  Vijay P. Singh,et al.  Evaluation of three complementary relationship evapotranspiration models by water balance approach to estimate actual regional evapotranspiration in different climatic regions , 2005 .

[31]  G. Campbell,et al.  TEST OF A HEAT-PULSE PROBE FOR MEASURING CHANGES IN SOIL WATER CONTENT , 1993 .

[32]  O. Seguel,et al.  Direct measurement and prediction of bulk density on alluvial soils of central Chile , 2016 .

[33]  H. Vereecken,et al.  Evaluation of a low-cost soil water content sensor for wireless network applications , 2007 .

[34]  L. Longchamps,et al.  Soil Water Content and High-Resolution Imagery for Precision Irrigation: Maize Yield , 2019, Agronomy.