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RESEARCH ARTICLE

Enhancing modelled water content by dielectric permittivity in stony soils

M. Pakparvar A B C , W. Cornelis B , D. Gabriels B , Z. Mansouri A and S. A. Kowsar A
+ Author Affiliations
- Author Affiliations

A Fars Agricultural and Natural Resources Research & Education Center, Shiraz, I.R. Iran.

B UNESCO Chair on Eremology, Soil Management Department, Faculty of Bioscience Engineering, Ghent University, Ghent 9000, Belgium.

C Corresponding author. Email: m.pakparvar@areo.ir

Soil Research 54(3) 360-370 https://doi.org/10.1071/SR15154
Submitted: 27 May 2015  Accepted: 27 August 2016   Published: 28 April 2016

Abstract

Applicability of time domain reflectometry (TDR) under naturally distributed stone fragments in soils has seldom been investigated. A multilayer profile of a 30-m-deep well was sampled and the natural distribution of stone fragments in the soils was replicated in the laboratory. Gravimetric soil water content (SWC) was measured simultaneously with TDR dielectric permittivity (Ka) readings and bulk densities in three subsamples as replications. Two connector and buriable probes and three reflection-time capture windows (10, 20 and 40 ns) were used for the measurements. These were repeated for sieved soil samples <2 mm with fixed, pre-measured bulk densities. Measurements of Ka and observed SWC were repeated for extension-cable lengths of 3–30 m. All measurements were taken in samples saturated from the bottom. A semi-empirical mixture model was applied for different fractions of stony samples in order to convert bulk Ka to bulk volumetric SWC (θv) by the mixture model (θvmx), to be compared with θv by the conventional Topp equation (θvTp). An improvement in model performance was observed with lower root-mean-square error (RMSE, 0.02–0.04 v. 0.07–0.1) and ratio of RMSE to observation standard deviation (0.32–0.87 v. 1.07–3.05) for θvmx compared with θvTp. This approach for converting the in-situ measured dielectric permittivity to the θv of the bulk soil can be applied based on the determined stoniness. The 15-cm, 2-rod (connector) probe type with capture windows 20 ns resulted in a better performance than the 20-cm, 3-rod (buriable) probe type with capture windows 10 and 40 ns. Development of regression equations for the stone-free samples resulted in calibrated equations for converting the measured Ka to θv with better results (RMSE ~0.002 m3 m–3) than those obtained using the Topp equation. In contrast to the traditional equation, new sets of coefficients for the Topp equation were also capable of estimating extremely low θv values of ≤0.02 m3 m–3 where the minimum calculated θv values were adequately similar to the observed ones. Noticeable effects of cable length on measured Ka were found for lengths exceeding 10 m. Accurate Ka values might be obtained in similar soil conditions if the suggested regression equations are employed, provided a correction is made for the extension cables.

Additional keywords: Gareh Bygone Plain, Iran, soil-water, stony soils.


References

Arsoy S, Ozgur M, Keskin E, Yilmaz C (2013) Enhancing TDR based water content measurements by ANN in sandy soils. Geoderma 195–196, 133–144.
Enhancing TDR based water content measurements by ANN in sandy soils.Crossref | GoogleScholarGoogle Scholar |

Birchak JR, Gardner CG, Hipp JE, Victor JM (1974) High dielectric constant microwave probes for sensing soil moisture. Proceedings of the IEEE 62, 93–98.
High dielectric constant microwave probes for sensing soil moisture.Crossref | GoogleScholarGoogle Scholar |

Bittelli M, Salvatorelli F, Pisa PR (2008) Correction of TDR-based soil water content measurements in conductive soils. Geoderma 143, 133–142.
Correction of TDR-based soil water content measurements in conductive soils.Crossref | GoogleScholarGoogle Scholar |

Calamita G, Brocca L, Perrone A, Piscitelli S, Lapenna V, Melone F, Moramarco T (2012) Electrical resistivity and TDR methods for soil moisture estimation in central Italy test-sites. Journal of Hydrology 454–455, 101–112.

Cataldo A, Cannazza G, De Benedetto E, Tarricone L, Cipressa M (2009) Metrological assessment of TDR performance for moisture evaluation in granular materials. Measurement 42, 254–263.
Metrological assessment of TDR performance for moisture evaluation in granular materials.Crossref | GoogleScholarGoogle Scholar |

Chung C-C, Lin C-P, Wu IL, Chen P-H, Tsay T-K (2013) New TDR waveguides and data reduction method for monitoring of stream and drainage stage. Journal of Hydrology 505, 346–351.
New TDR waveguides and data reduction method for monitoring of stream and drainage stage.Crossref | GoogleScholarGoogle Scholar |

Cihlar J, Ulaby FT (1974) ‘Dielectric properties of soils as a function of moisture content.’ (University of Kansas Center for Research, Inc.: Lawrence, KS, USA)

Coppola A, Dragonetti G, Comegna A, Lamaddalena N, Caushi B, Haikal MA, Basile A (2013) Measuring and modeling water content in stony soils. Soil & Tillage Research 128, 9–22.
Measuring and modeling water content in stony soils.Crossref | GoogleScholarGoogle Scholar |

Dirksen C, Dasberg S (1993) Improved calibration of time domain reflectometry soil water content measurements. Soil Science Society of America Journal 57, 660–667.
Improved calibration of time domain reflectometry soil water content measurements.Crossref | GoogleScholarGoogle Scholar |

Fan J, Scheuermann A, Guyot A, Baumgartl T, Lockington DA (2015) Quantifying spatiotemporal dynamics of root-zone soil water in a mixed forest on subtropical coastal sand dune using surface ERT and spatial TDR. Journal of Hydrology 523, 475–488.

Fatás E, Vicente J, et al (2013) TDR-LAB 2.0 improved TDR software for soil water content and electrical conductivity measurements. Procedia Environmental Sciences 19, 474–483.

Gee GW, Or D (2002) Particle-size analysis. In ‘Methods of soil analysis. Part 4: Physical methods’. Soil Science Society of America Book Series Vol. 5. (Eds JH Dane, GC Topp) pp. 255–293. (Soil Science Society of America: Madison, WI, USA)

Gong Y, Cao Q, Sun Z (2003) The effects of soil bulk density, clay content and temperature on soil water content measurement using time‐domain reflectometry. Hydrological Processes 17, 3601–3614.
The effects of soil bulk density, clay content and temperature on soil water content measurement using time‐domain reflectometry.Crossref | GoogleScholarGoogle Scholar |

Heimovaara TJ (1993) Design of triple-wire time domain reflectometry probes in practice and theory. Soil Science Society of America Journal 57, 1410–1417.
Design of triple-wire time domain reflectometry probes in practice and theory.Crossref | GoogleScholarGoogle Scholar |

Hignett C, Evett S (2008) Direct and surrogate measures of soil water content. In ‘Field estimation of soil water content: A practical guide to methods, instrumentation, and sensor technology’. IAEA-TCS-30. (Eds SR Evett, LK Heng, P Moutonnet, ML Nguyen) (International Atomic Energy Agency: Vienna, Austria)

Hoekstra P, Delaney A (1974) Dielectric properties of soils at UHF and microwave frequencies. Journal of Geophysical Research 79, 1699–1708.
Dielectric properties of soils at UHF and microwave frequencies.Crossref | GoogleScholarGoogle Scholar |

Jacobsen OH, Schjønning P (1993) A laboratory calibration of time domain reflectometry for soil water measurement including effects of bulk density and texture. Journal of Hydrology 151, 147–157.
A laboratory calibration of time domain reflectometry for soil water measurement including effects of bulk density and texture.Crossref | GoogleScholarGoogle Scholar |

Kowsar A, Pakparvar M (2003) Assessment methodology for establishing an Aquitopia, Islamic Republic of Iran. In ‘Combating desertification, sustainable management of marginal drylands (SUMAMAD). Proceedings 2nd International Workshop’. 29 Nov.–2 Dec. 2003, Shiraz, Islamic Republic of Iran. UNESCO-MAB Drylands Series No. 3. (Ed. C Lee) pp. 40–55. (UNESCO: Paris)

Laloy E, Huisman JA, Jacques D (2014) High-resolution moisture profiles from full-waveform probabilistic inversion of TDR signals. Journal of Hydrology 519, 2121–2135.

Ledieu J, De Ridder P, De Clerck P, Dautrebande S (1986) A method for measuring soil moisture content by time domain reflectometry. Journal of Hydrology 88, 319–328.
A method for measuring soil moisture content by time domain reflectometry.Crossref | GoogleScholarGoogle Scholar |

Legates DR, McCabe GJ (1999) Evaluating the use of ‘goodness-of-fit’ measures in hydrologic and hydroclimatic model validation. Water Resources Research 35, 233–241.
Evaluating the use of ‘goodness-of-fit’ measures in hydrologic and hydroclimatic model validation.Crossref | GoogleScholarGoogle Scholar |

Logsdon SD (2000) Effect of cable length on time domain reflectometry calibration for high surface area soils. Soil Science Society of America Journal 64, 54–61.
Effect of cable length on time domain reflectometry calibration for high surface area soils.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3cXmslyhsb0%3D&md5=bba3b833b87fa454d504e85d189f8246CAS |

Lundien JR (1971) Terrain analysis by electromagnetic means. Mississippi Technical Report No. 3-693. U.S. Army Engineer Waterways Experimental Center, Vicksburg, MS, USA.

Malicki MA, Plagge R, Roth CH (1996) Improving the calibration of dielectric TDR soil moisture determination taking into account the solid soil. European Journal of Soil Science 47, 357–366.
Improving the calibration of dielectric TDR soil moisture determination taking into account the solid soil.Crossref | GoogleScholarGoogle Scholar |

Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Transactions of the ASABE 50, 885–900.
Model evaluation guidelines for systematic quantification of accuracy in watershed simulations.Crossref | GoogleScholarGoogle Scholar |

Noborio K (2001) Measurement of soil water content and electrical conductivity by time domain reflectometry: a review. Computers and Electronics in Agriculture 31, 213–237.
Measurement of soil water content and electrical conductivity by time domain reflectometry: a review.Crossref | GoogleScholarGoogle Scholar |

Noh SJ, An H, Kim S, Kim H (2015) Simulation of soil moisture on a hillslope using multiple hydrologic models in comparison to field measurements. Journal of Hydrology 523, 342–355.

Okrasinski T, Koerner R, Lord A (1978) Dielectric constant determination of soils at L band microwave frequencies. Geotechnical Testing Journal (Tech Note) 1, 134–140.

Pakparvar M, Cornelis W, Pereira LS, Gabriels D, Hosseinimarandi H, Edraki M, Kowsar SA (2014) Remote sensing estimation of actual evapotranspiration and crop coefficients for a multiple land use arid landscape of southern Iran with limited available data. Journal of Hydroinformatics 16, 1441–1460.
Remote sensing estimation of actual evapotranspiration and crop coefficients for a multiple land use arid landscape of southern Iran with limited available data.Crossref | GoogleScholarGoogle Scholar |

Ponizovsky AA, Chudinova SM, Pachepsky YA (1999) Performance of TDR calibration models as affected by soil texture. Journal of Hydrology 218, 35–43.
Performance of TDR calibration models as affected by soil texture.Crossref | GoogleScholarGoogle Scholar |

Santhi C, Arnold JG, Williams JR, Dugas WA, Srinivasan R, Hauck LM (2001) Validation of the swat model on a large river basin with point and nonpoint sources. JAWRA - Journal of the American Water Resources Association 37, 1169–1188.
Validation of the swat model on a large river basin with point and nonpoint sources.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3MXovVGntLY%3D&md5=fe0cd5dc981aa643f4e843a734015ecaCAS |

Selig ET, Mansukhani S (1975) Relationship of soil moisture to the dielectric property. Journal of the Geotechnical Engineering Division 101, 755–770.

Singh J, Knapp HV, Demissie M (2004) Hydrologic modeling of the Iroquois River watershed using HSPF and SWAT. ISWS CR 2004–08. Illinois State Water Survey, Champaign, IL, USA.

Skierucha W, Wilczek A, Alokhina O (2008) Calibration of a TDR probe for low soil water content measurements. Sensors and Actuators A: Physical 147, 544–552.
Calibration of a TDR probe for low soil water content measurements.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXhtVartr3P&md5=95f24748f002f7c72b7f9f6c0bfc3031CAS |

Soil-Survey-Staff (2010) ‘Keys to Soil Taxonomy.’ 11th edn. (USDA-Natural Resources Conservation Service: Washington, DC)

Stangl R, Buchan GD, Loiskandl W (2009) Field use and calibration of a TDR-based probe for monitoring water content in a high-clay landslide soil in Austria. Geoderma 150, 23–31.
Field use and calibration of a TDR-based probe for monitoring water content in a high-clay landslide soil in Austria.Crossref | GoogleScholarGoogle Scholar |

Tektronix (1987) Tektronix metallic TDRs for cable testing. Application note. Tektronix Inc., Redmond, OR, USA.

Thomsen A, Hansen B, Schelde K (2000) Application of TDR to water level measurement. Journal of Hydrology 236, 252–258.
Application of TDR to water level measurement.Crossref | GoogleScholarGoogle Scholar |

Topp GC, Davis JL, Annan AP (1980) Electromagnetic determination of soil water content: Measurements in coaxial transmission lines. Water Resources Research 16, 574–582.
Electromagnetic determination of soil water content: Measurements in coaxial transmission lines.Crossref | GoogleScholarGoogle Scholar |

Topp GC, Davis JL, Annan AP (1982) Electromagnetic determination of soil water content using TDR: I. Applications to wetting fronts and steep gradients. Soil Science Society of America Journal 46, 672–678.
Electromagnetic determination of soil water content using TDR: I. Applications to wetting fronts and steep gradients.Crossref | GoogleScholarGoogle Scholar |

Van Liew MW, Veith TL, Bosch DD, Arnold JG (2007) Suitability of SWAT for the conservation effects assessment project: Comparison on USDA agricultural research service watersheds. Journal of Hydrologic Engineering 12, 173–189.
Suitability of SWAT for the conservation effects assessment project: Comparison on USDA agricultural research service watersheds.Crossref | GoogleScholarGoogle Scholar |

Varble JL, Chávez JL (2011) Performance evaluation and calibration of soil water content and potential sensors for agricultural soils in eastern Colorado. Agricultural Water Management 101, 93–106.
Performance evaluation and calibration of soil water content and potential sensors for agricultural soils in eastern Colorado.Crossref | GoogleScholarGoogle Scholar |

Wraith JM, Or D (1999) Temperature effects on soil bulk dielectric permittivity measured by time domain reflectometry: Experimental evidence and hypothesis development. Water Resources Research 35, 361–369.
Temperature effects on soil bulk dielectric permittivity measured by time domain reflectometry: Experimental evidence and hypothesis development.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DyaK1MXhsF2ms70%3D&md5=ca01744b57b9bf81cda2fc5912be0b67CAS |

Wu M, Tan X, Huang J, Wu J, Jansson P-E (2015) Solute and water effects on soil freezing characteristics based on laboratory experiments. Cold Regions Science and Technology 115, 22–29.

Yu X, Yu X (2011) Assessment of an automation algorithm for TDR bridge scour monitoring system. Advances in Structural Engineering 14, 13–24.
Assessment of an automation algorithm for TDR bridge scour monitoring system.Crossref | GoogleScholarGoogle Scholar |