Comparison of four soil moisture sensor types under field conditions in Switzerland

Summary Many environmental and hydrological applications require knowledge about soil moisture. Its measurement accuracy is known to depend on the sensor technique, which is sensitive to soil characteristics such as texture, temperature, bulk density and salinity. However, the calibration functions provided by instrument manufacturers are generally developed under laboratory conditions, and their accuracy for field applications is rarely investigated, in particular over long time periods and in comparison with other sensors types. In this paper, four side-by-side profile soil moisture measurements down to 110 cm using three low-cost sensors and one high-accuracy and high-cost time domain reflectometry (TDR) sensor are compared over a 2-year period at a clay loam site in Switzerland. The low-cost instruments include the (1) 10HS (Decagon Devices, United States), (2) CS616 (Campbell Scientific, United States), and (3) SISOMOP (SMG University of Karlsruhe, Germany) sensors, which are evaluated against the (4) TDR-based TRIME-IT/-EZ (IMKO GmbH, Germany) sensors. For the comparison, the calibration functions provided by the manufacturers are applied for each sensor type. The sensors are evaluated based on daily data regarding their representation of the volumetric water content (VWC) and its anomalies, as well as the respective temperature dependency of the measurements. Furthermore, for each sensor type the actual evapotranspiration is estimated using the soil water balance approach and compared with measurements from a weighing lysimeter. It is shown that the root mean square difference (RMSD) of VWC for the low-cost sensors compared to the TDR measurements are up to 0.3 m 3 /m 3 , with highest values in near-surface layers. However, the RMSD for the VWC anomalies are lower compared to those for absolute values. We conclude that under the studied conditions none of the evaluated low-cost sensors has a level of performance consistent with the respective manufacturer specifications. Hence the derivation of site-specific calibration functions is vital for the interpretation of measurements with low-cost soil moisture sensors. Furthermore, some weaknesses of the tested low-cost sensors such as the lack of sensitivity in certain soil moisture regimes or spurious dependency on soil temperature, imply intrinsic issues with the measurements derived with this type of instruments. This is particularly critical for a number of environmental and hydrological applications, including the assessment of remote sensing measurements.

[1]  Anne Verhoef,et al.  The diurnal course of soil moisture as measured by various dielectric sensors: Effects of soil temperature and the implications for evaporation estimates , 2006 .

[2]  Jeffrey B. Basara,et al.  Improved Installation Procedures for Deep-Layer Soil Moisture Measurements , 2000 .

[3]  E. Fischer,et al.  Soil Moisture–Atmosphere Interactions during the 2003 European Summer Heat Wave , 2007 .

[4]  S. Seneviratne,et al.  Land–atmosphere coupling and climate change in Europe , 2006, Nature.

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

[6]  Yann Kerr,et al.  Influence of Bound-Water Relaxation Frequency on Soil Moisture Measurements , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[7]  Randal D. Koster,et al.  Do Global Models Properly Represent the Feedback between Land and Atmosphere? , 2006, Journal of Hydrometeorology.

[8]  G. Clarke Topp,et al.  State of the art of measuring soil water content , 2003 .

[9]  C. Albergel,et al.  From near-surface to root-zone soil moisture using an exponential filter: an assessment of the method based on in-situ observations and model simulations , 2008 .

[10]  James E. Ayars,et al.  Frequency dependence of the complex permittivity and its impact on dielectric sensor calibration in soils , 2005 .

[11]  Tomas Vitvar,et al.  Swiss prealpine Rietholzbach research catchment and lysimeter: 32 year time series and 2003 drought event , 2012 .

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

[13]  D. Lawrence,et al.  Regions of Strong Coupling Between Soil Moisture and Precipitation , 2004, Science.

[14]  Sonia I. Seneviratne,et al.  Observational evidence for soil-moisture impact on hot extremes in southeastern Europe , 2011 .

[15]  C. Taylor,et al.  Frequency of Sahelian storm initiation enhanced over mesoscale soil-moisture patterns , 2011 .

[16]  E. Veldkamp,et al.  Calibration of a Frequency Domain Reflectometry Sensor for Humid Tropical Soils of Volcanic Origin , 2000 .

[17]  Finn Plauborg,et al.  In Situ Comparison of Three Dielectric Soil Moisture Sensors in Drip Irrigated Sandy Soils , 2005 .

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

[19]  Günter Blöschl,et al.  Spatial correlation of soil moisture in small catchments and its relationship to dominant spatial hydrological processes , 2004 .

[20]  Lifeng Luo,et al.  Contribution of land surface initialization to subseasonal forecast skill: First results from a multi‐model experiment , 2010 .

[21]  Luca Brocca,et al.  Spatial‐temporal variability of soil moisture and its estimation across scales , 2010 .

[22]  Clemens Simmer,et al.  Patterns in Soil–Vegetation–Atmosphere Systems: Monitoring, Modeling, and Data Assimilation , 2010 .

[23]  F. Schinner,et al.  Manual for soil analysis : monitoring and assessing soil bioremediation , 2005 .

[24]  H. D. Scott Soil physics: agricultural and environmental applications. , 2000 .

[25]  Günter Blöschl,et al.  Observed spatial organization of soil moisture and its relation to terrain indices , 1999 .

[26]  S. D. Logsdon,et al.  CS616 Calibration: Field versus Laboratory , 2009 .

[27]  B. Hurk,et al.  Diagnosing Land–Atmosphere Interaction from a Regional Climate Model Simulation over West Africa , 2010 .

[28]  M. Vanclooster,et al.  Quantifying the local‐scale uncertainty of estimated actual evapotranspiration , 2004 .

[29]  Soil Moisture Measurements: Comparison of Instrumentation Performances , 2010 .

[30]  Tim N. Palmer,et al.  On the predictability of the extreme summer 2003 over Europe , 2009 .

[31]  W. Wagner,et al.  Soil moisture from operational meteorological satellites , 2007 .

[32]  C. Bretherton,et al.  The Soil Moisture–Precipitation Feedback in Simulations with Explicit and Parameterized Convection , 2009 .

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

[34]  W. Wagner,et al.  Global Soil Moisture Patterns Observed by Space Borne Microwave Radiometers and Scatterometers , 2008 .

[35]  Peter A. Troch,et al.  Improved understanding of soil moisture variability dynamics , 2005 .

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

[37]  John D. Albertson,et al.  Temporal dynamics of soil moisture variability: 1. Theoretical basis , 2003 .

[38]  Pascal Yiou,et al.  Summertime European heat and drought waves induced by wintertime Mediterranean rainfall deficit , 2007 .

[39]  C. Kottmeier,et al.  Spatio-temporal soil moisture variability in Southwest Germany observed with a new monitoring network within the COPS domain , 2010 .

[40]  Barbara J. Bond,et al.  Precision and accuracy of three alternative instruments for measuring soil water content in two forest soils of the Pacific Northwest , 2005 .

[41]  Thomas J. Jackson,et al.  Validation of Advanced Microwave Scanning Radiometer Soil Moisture Products , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[42]  S. Seneviratne,et al.  Persistence of heat waves and its link to soil moisture memory , 2010 .

[43]  S. Seneviratne,et al.  Contrasting response of European forest and grassland energy exchange to heatwaves , 2010 .

[44]  T. Jackson,et al.  Ground‐based investigation of soil moisture variability within remote sensing footprints During the Southern Great Plains 1997 (SGP97) Hydrology Experiment , 1999 .

[45]  Scott B. Jones,et al.  Standardizing Characterization of Electromagnetic Water Content Sensors: Part 1. Methodology , 2005 .

[46]  R. Berndtsson,et al.  Texture and electrical conductivity effects on temperature dependency in time domain reflectometry , 1998 .

[47]  S. Seneviratne,et al.  Impact of soil moisture–atmosphere coupling on European climate extremes and trends in a regional climate model , 2011 .

[48]  S. Seneviratne,et al.  Recent decline in the global land evapotranspiration trend due to limited moisture supply , 2010, Nature.

[49]  A. Robock,et al.  Scales of temporal and spatial variability of midlatitude soil moisture , 1996 .

[50]  Dennis P. Lettenmaier,et al.  Skill in streamflow forecasts derived from large-scale estimates of soil moisture and snow , 2010 .

[51]  R. Rosso,et al.  Wind control of storm‐triggered shallow landslides , 2007 .

[52]  S. Seneviratne,et al.  Soil moisture monitoring for climate research: Evaluation of a low‐cost sensor in the framework of the Swiss Soil Moisture Experiment (SwissSMEX) campaign , 2011 .

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

[54]  Robert B. Dunbar,et al.  East African soil erosion recorded in a 300 year old coral colony from Kenya , 2006 .

[55]  A. Robock,et al.  The International Soil Moisture Network: a data hosting facility for global in situ soil moisture measurements , 2011 .

[56]  Mark Thyer,et al.  Goulburn River experimental catchment data set , 2007 .

[57]  J. Martínez-Fernández,et al.  Mean soil moisture estimation using temporal stability analysis , 2005 .

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

[59]  Pierre Gentine,et al.  Probability of afternoon precipitation in eastern United States and Mexico enhanced by high evaporation , 2011 .

[60]  Jeffrey P. Walker,et al.  In situ measurement of soil moisture: a comparison of techniques | NOVA. The University of Newcastle's Digital Repository , 2004 .

[61]  Mark S. Seyfried,et al.  Measurement of soil water content with a 50-MHz soil dielectric sensor , 2004 .

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

[63]  Scott B. Jones,et al.  Standardizing Characterization of Electromagnetic Water Content Sensors: Part 2. Evaluation of Seven Sensing Systems , 2005 .