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Research Article

Comparison Quality of Interpolation Methods to Estimate Spatial Distribution of Soil Moisture Content

Pages 353-374 | Received 19 Dec 2019, Accepted 16 Nov 2020, Published online: 24 Dec 2020

References

  • Aspinall, J. D. 1997. The Ontario site specific cropping management project. In Precision farming: Challenges and opportunities for Atlantic Canada, ed. D. A. Lobb, 5–8. Grand Falls, New Brunswick, Canada: Eastern Canada Soil and Water Conservation Centre.
  • Baroni, G., M. Zink, R. Kumar, L. Samaniego, and S. Attinger. 2017. Effects of uncertainty in soil properties on simulated hydrological states and fluxes at different spatio-temporal scales. Hydrology and Earth System Sciences 21 (5):2301–20. doi:10.5194/hess-21-2301-2017.
  • Baskan, O., Y. Kosker, and G. Erpul. 2013. Spatial and temporal variation of soil moisture content in the soil profiles of two different agricultural fields of semi-arid region. Environmental Monitoring and Assessment 185:10441–58. doi:10.1007/s10661-013-3343-8.
  • Bayramin, İ., Ş. Kılıç, O. Dengiz, O. Başkan, T. Tunçay, A. Yıldırım, A. Koç, and Ç. Öğütmen. 2013. Radar Görüntülerinin Toprak Etüt ve Haritalama Çalışmalarında Kullanımı. Ankara: TUBITAK Projesi Sonuç Raporu. 110O729.
  • Bellin, A., B. Majone, O. Cainelli, D. Alberici, and F. Villa. 2016. A continuous coupled hydrological and water resources management model. Environmental Modelling & Software 75:176–92. doi:10.1016/j.envsoft.2015.10.013.
  • Bilgili, A. V. 2013. Spatial assessment of soil salinity in the Harran Plain using multiple kriging techniques. Environmental Monitoring and Assessment 185 (1):777–95. doi:10.1007/s10661-012-2591-3.
  • Bishop, T. F. A., and A. B. McBratney. 2001. A comparison of prediction methods for the creation of field-extent soil property maps. Geoderma 103:149–60. doi:10.1016/S0016-7061(01)00074-X.
  • Blake, G. R., and K. H. Hartge. 1986. Bulk density and particle density. In Methods of soil analysis, Part I, Physical and mineralogical Methods, 2nd ed., 363–81. Madison: ASA and SSSA Agronomy Monograph no 9.
  • Borzuchowski, J., and K. Schulz. 2010. Retrieval of leaf area index (LAI) and soil water content (WC) using hyperspectral remote sensing under controlled glass house conditions for spring barley and sugar beet. Remote Sensing 2:1702–21. doi:10.3390/rs2071702.
  • Bosch, D. D., V. Lakshmi, T. J. Jackson, M. Choi, and J. M. Jacobs. 2006. Large scale measurements of soil moisture for validation of remotely sensed data: Georgia soil moisture experiment of 2003. Journal of Hydrology 323:120–37. doi:10.1016/j.jhydrol.2005.08.024.
  • Bouyoucos, G. J. 1951. A recalibration of the hydrometer method for making mechanical analysis of soils. Agronomy Journal 43:435–38. doi:10.2134/agronj1951.00021962004300090005x.
  • Brocca, L., L. Ciabatta, C. Massari, S. Camici, and A. Tarpanelli. 2017. Soil moisture for hydrological applications: Open questions and new opportunities. Water 9:140. doi:10.3390/w9020140.
  • Brocca, L., T. Tullo, F. Melone, T. Moramarco, and R. Morbidelli. 2012. Catchment scale soil moisture spatial-temporal variability. Journal of Hydrology 422:63–75. doi:10.1016/j.jhydrol.2011.12.039.
  • Carter, M. R. 1993. Soil Sampling and Methods and Analysis. Boca Raton: Canadian Society of Soil Science, Lewis Publishers, CRC Press.
  • Chen, P. Y., G. Fedosejevs, M. Tiscareno- Lopez, and J. G. Arnold. 2006. Assessment of MODIS-EVI, MODIS-NDVI and VEGETATION-NDVI composite data using agricultural measurements: An example at corn fields in western Mexico. Environmental Monitoring and Assessment 119:69–82. doi:10.1007/s10661-005-9006-7.
  • Dai, Q., X. Peng, Z. Yang, and L. Zhao. 2017. Runoff and erosion processes on bare slopes in the Karst Rocky Desertification area. Catena 152:218–26. doi:10.1016/j.catena.2017.01.013.
  • Dorigo, W., W. Wagner, C. Albergel, F. Albrecht, G. Balsamo, L. Brocca, D. Chung, M. Ertl, F. Matthias, A. Gruber, et al. 2017. ESA CCI soil moisture for improved earth system understanding: State-of-the art and future directions. Remote Sensing of Environment 203:185–215. doi:10.1016/j.rse.2017.07.001.
  • Eldeiry, A., and L. A. Garcia. 2009. Comparison of regression kriging and cokriging techniques to estimate soil salinity using Landsat images. Journal of Irrigation and Drainage Engineering 136 (6):27–38.
  • Ersahin, S. 2003. Comparing ordinary kriging and cokriging to estimate infiltration rate. Soil Science Society of America Journal 67:1848–55. doi:10.2136/sssaj2003.1848.
  • Famiglietti, J. S., J. W. Rudnicki, and M. Rodell. 1998. Variability in surface moisture content along a hillslope transect: Rattlesnake Hill, Texas. Journal of Hydrology 210 (1–4):259–81. doi:10.1016/S0022-1694(98)00187-5.
  • Fitzjohn, C., J. L. Ternan, and A. G. Williams. 1998. Soil moisture variability in a semi-arid gully catchment: Implications for runoff and erosion control. Catena 32:55–70. doi:10.1016/S0341-8162(97)00045-3.
  • Florinsky, I. V., R. G. Eilers, G. R. Manning, and L. G. Fuller. 2002. Prediction of soil properties by digital terrain modelling. Environmental Modelling & Software 17 (3):295–311. doi:10.1016/S1364-8152(01)00067-6.
  • Gabriёlle, J. M. D. L., N. E. C. Verhoest, P. R. Houser, J. G. Timothy, and M. V. Meirvenne. 2006. Spatial and temporal characteristics of soil moisture in an intensively monitored agricultural field (OPE). Journal of Hydrology 331:719–30. doi:10.1016/j.jhydrol.2006.06.016.
  • Gao, X., X. Zhao, P. Wu, L. Brocca, and B. Zhang. 2016. Effects of large gullies on catchment-scale soil moisture spatial behaviors: A case study on the Loess Plateau of China. Geoderma 261:1–10. doi:10.1016/j.geoderma.2015.07.001.
  • Geris, J., D. Tetzlaff, J. J. McDonnell, and C. Soulsby. 2017. Spatial and temporal patterns of soil water storage and vegetation water use in humid northern catchments. Science of the Total Environmental 595:486–93. doi:10.1016/j.scitotenv.2017.03.275.
  • Gómez-Plaza, A., M. Martínez-Mena, J. Albaladejo, and V. M. Castillo. 2001. Factors regulating spatial distribution of soil water content in small semiarid catchments. Journal of Hydrology 253 (1–4):211–26. doi:10.1016/S0022-1694(01)00483-8.
  • Grayson, R. B., G. Blöschl, A. W, and T. A. McMahon. 2002. Advances in the use of observed spatial patterns of catchment hydrological response. Advances in Water Resources 25:1313–34. doi:10.1016/S0309-1708(02)00060-X.
  • Grayson, R. B., I. D. Moore, and T. A. McMahon. 1992. Physically based hydrologic modeling, II, Is the concept realistic? Water Resources Research 28:2659–66. doi:10.1029/92WR01259.
  • Grayson, R. B., and A. W. Western. 1998. Towards areal estimation of soil water content from point measurements] time and space stability of mean response. Journal of Hydrology 207:68–82. doi:10.1016/S0022-1694(98)00096-1.
  • Grayson, R. B., A. W. Western, F. H. S. Chiew, and G. Blöschl. 1997. Preferred states in spatial soil moisture patterns: Local and nonlocal controls. Water Resources Research 33:2897–908. doi:10.1029/97WR02174.
  • Hengl, T., G. Heuvelink, and A. Stein. 2004. A generic framework for spatial prediction of soil variables based on regression-kriging. Geoderma 122 (1–2):75–93. doi:10.1016/j.geoderma.2003.08.018.
  • Herbst, M., B. Diekkrü, and H. Vereecken. 2006. Geostatistical coregionalization of soil hydraulic properties in a micro-scale catchment using terrain attributes. Geoderma 132:206–21. doi:10.1016/j.geoderma.2005.05.008.
  • Hillel, D. 1998. Environmental soil physics. San Diego, USA: Academic.
  • Hoff, C., and S. Rambal. 2003. An examination of the interaction between climate, soil and leaf area index in a Quercus ilex ecosystem. Annals of Forest Science 60:153–61. doi:10.1051/forest:2003008.
  • Hu, W., M. ShaoAn, J. Q. Wang, and K. Reichardt. 2008. Soil water content temporal-spatial variability of the surface layer of a loess plateau hillside in China. Scienta Agricola (Piracicaba, Braz.) 65 (3):277–89. doi:10.1590/S0103-90162008000300008.
  • Isaaks, H. E., and R. M. Srivastava. 1989. An Introduction to Applied Geostatistics. New York: Oxford University Press.
  • Istok, J. D., J. D. Smyth, and A. L. Flint. 1993. Multivariate geostatistical analysis of ground –water contamination: A case history. Groundwater 31 (1):63–74. doi:10.1111/j.1745-6584.1993.tb00829.x.
  • Kalivas, D. P., D. P. Triantakonstantis, and V. J. Kollias. 2002. Spatial prediction of two soil properties using topographic information. Global Nest: The International Journal 4 (1):41–49.
  • Kitanidis, P. K. 1992. Geostatistics. In Handbook of hydrology, ed. Maidment Dr.. New York: McGraw Hill.
  • Kravchenko, A., and D. G. Bullock. 1999. A comparative study of interpolation methods for mapping soil properties. Agronomy Journal 91:393–400. doi:10.2134/agronj1999.00021962009100030007x.
  • Kravchenko, A. N., and G. P. Robertson. 2007. Can topographical and yield data substantially improve total soil carbon mapping by regression kriging? Agronomy Journal 99 (1):12–17.
  • Kumar, N. 2009. Investigating the potentiality of regression kriging in the estimation of soil organic carbon versus the extracted results from the existing soil map. Accessed January 5, 2019. https://www.semanticscholar.org/paper/Investigating-the-Potentiality-of-Regression-in-the-Kumar-Saran/d4eb27ab110c518bdcb151bd4fc6dd69c4257163.
  • Lin, H. S., W. Kogelmann, C. Walker, and M. A. Bruns. 2006. Soil moisture patterns in a forested catchment: A hydropedological perspective. Geoderma 131:345–68. doi:10.1016/j.geoderma.2005.03.013.
  • Lin, H. S., D. Wheeler, J. Bell, and L. Wilding. 2005. Assessment of soil spatial variability at multiple scales. Ecological Modelling 182:271–90. doi:10.1016/j.ecolmodel.2004.04.006.
  • Lloyd, C. D. 2005. Assessing the effect of integrating elevation data into the estimation of monthly precipitation in Great Britain. Journal of Hydrology 308 (1–4):128–50. doi:10.1016/j.jhydrol.2004.10.026.
  • Martinez-Cob, A. 1996. Multivariate geostatistical analysis of evapotranspiration and precipitation in mountainous terrain. Journal of Hydrology 174 (1–2):19–35. doi:10.1016/0022-1694(95)02755-6.
  • Martini, E., U. Wollschlӓger, S. Kögler, T. Behrens, P. Dietrich, F. Reinstorf, K. Schmidt, M. Weiler, U. Werban, and S. Zacharias. 2015. Spatial and temporal dynamics of hillslope-scale soil moisture patterns: Characteristic states and transition mechanisms. Vadose Zone Journal 14 (4):vzj2014.10.0150. doi:10.2136/vzj2014.10.0150.
  • Meng, Q., Z. Liu, and B. E. Borders. 2013. Assessment of regression kriging for spatial interpolation- comparisons of seven GIS interpolation methods. Cartography and Geographic Information Science 40 (1):28–39. doi:10.1080/15230406.2013.762138.
  • Nasta, P., and N. Romano. 2015. Use of flux-based field capacity criterion to identify effective hydraulic parameters of layered soil profiles subjected to synthetic drainage experiments. Water Resources Research 52:566–84. doi:10.1002/2015WR016979.
  • Oertel, C., J. Matschullat, K. Zurba, F. Zimmermann, and S. Erasmi. 2016. Greenhouse gas emission from soils- A review. Geochemistry 76 (3):327–52. doi:10.1016/j.chemer.2016.04.002.
  • Ojha, R., R. Morbidelli, C. Saltalippi, A. Flammini, and R. S. Govindaraju. 2014. Scaling of surface soil moisture over heterogeneous fields fields subjected to a single rainfall event. Journal of Hydrology 516:21–36. doi:10.1016/j.jhydrol.2014.01.057.
  • Peng, J., A. Loew, O. Merlin, and N. E. C. Verhoest. 2017. A review of spatial downscaling of satellite remotely sensed soil moisture. Reviews of Geophysics 55 (2):341–66.
  • Perry, M. A., and J. D. Niemann. 2008. Generation of soil moisture patterns at the catchment scale by EOF interpolation. Hydrology and Earth System Sciences 12:39–53. doi:10.5194/hess-12-39-2008.
  • Prueger, J. H., J. Alfieri, T. J. Gish, W. P. Kustas, C. S. T. Daughtry, J. L. Hatfield, and L. G. McKee. 2017. Multi-year measurements of field-scale metolachlor volatilization. Water, Air, & Soil Pollution 228–84.
  • Reichle, R., Q. Liu, R. D. Koster, C. S. Draper, S. P. P. Mahanama, and G. S. Partyka. 2017. Land surface precipitation in MERRA-2. Journal of Climate 30 (5):1643–64. doi:10.1175/JCLI-D-16-0570.1.
  • Robinson, T. P., and G. Metternicht. 2006. Testing the performance of spatial interpolation techniques for mapping soil properties. Computers and Electronics in Agriculture 50:97–108. doi:10.1016/j.compag.2005.07.003.
  • Rötzer, K., C. Montzka, and H. Vereecken. 2015. Spatio-temporal variability of global soil moisture products. Journal of Hydrology 522:187–202. doi:10.1016/j.jhydrol.2014.12.038.
  • Santra, P., U. K. Chopra, and D. Chakraborty. 2008. Spatial variability of soil properties and its application in predicting surface map of hydraulic parameters in an agricultural farm. Current Science 95 (7): 937–945.
  • Shouse, P. J., T. J. Gerik, W. B. Russell, and D. K. Cassel. 1990. Spatial Distribution of Soil Particle Size and Aggregate Stability Index In a clay Soil. Soil Sciences 149 (6):351–60. doi:10.1097/00010694-199006000-00006.
  • Soil Survey Laboratory Methods Manual. 2004. United States Department of Agriculture Natural Resources Conservation Service, Soil Survey Investigations. Report No. 42.
  • Soil Survey Staff. 2015. Illustrated Guide to Soil Taxonomy. Version 1.1. U.S. Department of Agriculture. National Resources Conservation Service, Lincoln, Nebraska.
  • Sumfleth, K., and R. Duttmann. 2008. Prediction of soil property distribution in paddy soil landscape using terrain data and satellite information as indicators. Ecological Indicators 8:485–501. doi:10.1016/j.ecolind.2007.05.005.
  • Sun, B., S. Zhou, and Q. Zhao. 2003. Evaluation of spatial and temporal changes of soil quality based on geostatistical analysis in the hill region of subtropical China. Geoderma 115:85–99. doi:10.1016/S0016-7061(03)00078-8.
  • Tian, Y., Y. Zheng, C. Zheng, H. Xiao, W. Fan, S. Zou, B. Wu, Y. Yao, A. Zhang, and J. Liu. 2015. Exploring scale-dependent ecohydrological responses in a large endorheic river basin through integrated surface water-groundwater modeling. Water Resources Research 51:4065–85. doi:10.1002/2015WR016881.
  • TİGEM (Türkiye İşletmeler Genel Müdürlüğü). 1997. Altınova Tarım İşletmesi Topraklarının Detaylı Toprak Etüt ve Haritalaması. Tarım İşletmeleri Genel Müdürlüğü Yayınları, No: 23, 100 sayfa, Ankara (in Turkish).
  • Tillack, A., A. Clasen, B. Kleinschmit, and M. Förster. 2014. Estimation of seasonal leaf area index in an alluvial forest using high-resolution satellite-based vegetation indices. Remote Sensing of Environment 141:52–63. doi:10.1016/j.rse.2013.10.018.
  • Tramblay, Y., C. Bouvier, C. Martin, J. Didon- Lescot, D. Todorovik, and J. Domergue. 2010. Assessment of initial soil moisture conditions for event-based rainfall-runoff modelling. Journal of Hydrology 387:176–87. doi:10.1016/j.jhydrol.2010.04.006.
  • Tunçay, T., O. Başkan, I. Bayramin, O. Dengiz, and Ş. Kılıç. 2018. Geostatistical approach as a tool for estimation of field capacity and permanent wilting point in semi-arid terrestrial ecosystem. Archives of Agronomy and Soil Science 64 (9):1240–53. doi:10.1080/03650340.2017.1422081.
  • Tunçay, T., O. Başkan, İ. Bayramin, Ş. Kılıç, and O. Dengiz. 2017. Cokriging yönteminin tarla kapasitesi tahmininde kullanılabilirliğinin belirlenmesi. ToprakSu Dergisi Özel Sayı,1-7 (in Turkish).
  • Vanderlinden, K., H. Vereecken, H. Hardelauf, M. Herbst, G. Martinez, M. H. Cosh, and Y. A. Pachepsky. 2012. Temporal stability of soil water contents: A review of data and analyses. Vadose Zone Journal 11 (4):19. doi:10.2136/vzj2011.0178.
  • Vereecken, H., J. A. Huisman, H. J. Hendricks Franssen, N. Brüggemann, H. R. Bogena, S. Kollet, M. Javaux, J. Van der Kruk, and J. Vanderborght. 2015. Soil hydrology: Recent methodological advances, challenges, and perspectives. Water Resources Research 51:2616–33. doi:10.1002/2014WR016852.
  • Vergouwen, L. 1981. Salt minerals and waters from soils in Konya and Kenya. Wageningen: Wageningen University.
  • Walker, J. P., G. R. Willgoose, and J. D. Kalma. 2004. In situ measurement of soil moisture: A comparison of techniques. Journal of Hydrology 293:85–99. doi:10.1016/j.jhydrol.2004.01.008.
  • Wang, Q., S. Adiku, J. Tenhunen, and A. Granier. 2005. On the relationship of NDVI with leaf area index in a deciduous forest site. Remote Sensing of Environment 94:244–55. doi:10.1016/j.rse.2004.10.006.
  • Webster, R., and M. Oliver. 2001. Geostatistics for environmental scientists. Chichester: Statistics in Practice. John Wiley & Sons.
  • Weihermuller, L., J. A. Huisman, N. Hermes, S. Pickel, and H. Vereecken. 2013. A new TDR multiplexing system for reliable electrical conductivity and soil water content measurements. Vadose Zone Journal 12 (2):vzj2012.0194. doi:10.2136/vzj2012.0194.
  • Western, A. W., R. B. Grayson, G. Blöschl, and D. J. Wilson. 2003. Spatial variability of soil moisture and its implication for scaling. In Scaling methods in soil physic, ed. Y. Pachepsky, D. E. Radcliffe, and H. M. Selim, 119–42. Boca Raton, FL: CRC.
  • Western, A. W., T. R. Green, and R. B. Grayson. 1997. Hydrological modelling of the Tarrawarra Catchment: Use of soil moisture patterns. In MODSIM 97 International Congress on Modelling and Simulation, 409–16, Modelling and Simulation Society of Australia and New Zealand Inc., Hobart, Tasmania.
  • Williams, A. G., J. L. Ternan, C. Fitzjohn, S. de Alba, and A. Perez-Gonzalez. 2003. Soil moisture variability and land use in a seasonally arid environment. Hydrological Processes 17:225–35. doi:10.1002/hyp.1120.
  • WRB (World References Base). 2014. World references base for soil resources. International soil classification system for naming soils and creating legends for soil maps. Food and Agriculture Organization of the United Nations. World Soil Resources Reports, no: 106.
  • Yao, X. L., B. J. Fu, Y. H. Lu, R. Y. Chang, S. Wang, Y. Wang, and C. Su. 2012. The multi-scale spatial variance of soil moisture in the semi-arid Loess Plateau of China. Journal of Soils and Sediments 12:694–703. doi:10.1007/s11368-012-0481-5.
  • Yoo, C., and S. Kim. 2004. EOF analysis of surface soil moisture field variability. Advances in Water Resources 27 (8):831–42. doi:10.1016/j.advwatres.2004.04.003.
  • Zhang, J. G., H. S. Chen, Y. R. Su, X. L. Kong, W. Zhang, Y. Shi, H. B. Liang, and G. M. Shen. 2011. Spatial variability and patterns of surface soil moisture in a field plot of karst area in southwest China. Plant Soil Environment 57 (9):409–17.
  • Zhu, Q., and H. S. Lin. 2010. Comparing ordinary kriging and regression kriging for soil properties in contrasting landscapes. Pedosphere 20 (5):594–606. doi:10.1016/S1002-0160(10)60049-5.
  • Zhu, Q., Z. Zhou, E. W. Duncan, L. Ly, K. Liao, and H. Feng. 2017. Integrating real-time and manual monitored data to predict hillslope soil moisture dynamics with high spatio-temporal resolution using linear and non-linear models. Journal of Hydrology 545:1–11. doi:10.1016/j.jhydrol.2016.12.014.

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