Using an inverse method to estimate the hydraulic properties of crusted soils from tension-disc infiltrometer data
An inverse procedure was used to estimate the soil hydraulic characteristics of a two-layered soil system—soil surface crust and subsoil—from data obtained during a tension-disc infiltration experiment. The inverse procedure combined the Levenberg–Marquardt nonlinear parameter optimization method wi...
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Veröffentlicht in: | Geoderma 1998-10, Vol.86 (1), p.61-81 |
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description | An inverse procedure was used to estimate the soil hydraulic characteristics of a two-layered soil system—soil surface crust and subsoil—from data obtained during a tension-disc infiltration experiment. The inverse procedure combined the Levenberg–Marquardt nonlinear parameter optimization method with a numerical solution of the axisymmetric variably-saturated flow equation. The objective function was defined in terms of the cumulative infiltration curve and the final water content measured directly below the tension-disc infiltrometer at the end of the experiment; this final water content was assumed to correspond to the final supply pressure head. We analyzed two infiltration experiments carried out with a 25-cm diameter tension-disc infiltrometer. One experiment was carried out on a two-layered system, and a second after removal of the surface crust covering the sandy subsoil. Both experiments were performed with six consecutive supply tensions. We first analyzed the infiltration experiment for the subsoil only, thus yielding its hydraulic characteristics. Subsequent analysis of the infiltration experiment for the two-layered system with known hydraulic properties of the subsoil provided estimates of the hydraulic properties of the surface crust. We further compared the estimated hydraulic parameters of the subsoil with those obtained using Wooding's analytical method [Wooding, R.A., 1968. Steady infiltration from a shallow circular pond. Water Resour. Res. 4, 1259–1273] and predictions based on a neural network model requiring textural input information. All three methods generated roughly the same results. The numerical inversion technique proved to be a convenient tool for estimating the soil hydraulic properties of both the surface crust and the subsoil. |
doi_str_mv | 10.1016/S0016-7061(98)00035-4 |
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The inverse procedure combined the Levenberg–Marquardt nonlinear parameter optimization method with a numerical solution of the axisymmetric variably-saturated flow equation. The objective function was defined in terms of the cumulative infiltration curve and the final water content measured directly below the tension-disc infiltrometer at the end of the experiment; this final water content was assumed to correspond to the final supply pressure head. We analyzed two infiltration experiments carried out with a 25-cm diameter tension-disc infiltrometer. One experiment was carried out on a two-layered system, and a second after removal of the surface crust covering the sandy subsoil. Both experiments were performed with six consecutive supply tensions. We first analyzed the infiltration experiment for the subsoil only, thus yielding its hydraulic characteristics. Subsequent analysis of the infiltration experiment for the two-layered system with known hydraulic properties of the subsoil provided estimates of the hydraulic properties of the surface crust. We further compared the estimated hydraulic parameters of the subsoil with those obtained using Wooding's analytical method [Wooding, R.A., 1968. Steady infiltration from a shallow circular pond. Water Resour. Res. 4, 1259–1273] and predictions based on a neural network model requiring textural input information. All three methods generated roughly the same results. 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The inverse procedure combined the Levenberg–Marquardt nonlinear parameter optimization method with a numerical solution of the axisymmetric variably-saturated flow equation. The objective function was defined in terms of the cumulative infiltration curve and the final water content measured directly below the tension-disc infiltrometer at the end of the experiment; this final water content was assumed to correspond to the final supply pressure head. We analyzed two infiltration experiments carried out with a 25-cm diameter tension-disc infiltrometer. One experiment was carried out on a two-layered system, and a second after removal of the surface crust covering the sandy subsoil. Both experiments were performed with six consecutive supply tensions. We first analyzed the infiltration experiment for the subsoil only, thus yielding its hydraulic characteristics. Subsequent analysis of the infiltration experiment for the two-layered system with known hydraulic properties of the subsoil provided estimates of the hydraulic properties of the surface crust. We further compared the estimated hydraulic parameters of the subsoil with those obtained using Wooding's analytical method [Wooding, R.A., 1968. Steady infiltration from a shallow circular pond. Water Resour. Res. 4, 1259–1273] and predictions based on a neural network model requiring textural input information. All three methods generated roughly the same results. The numerical inversion technique proved to be a convenient tool for estimating the soil hydraulic properties of both the surface crust and the subsoil.</description><subject>Earth sciences</subject><subject>Earth, ocean, space</subject><subject>Exact sciences and technology</subject><subject>neural networks</subject><subject>parameter estimation</subject><subject>soil hydraulic properties</subject><subject>Soils</subject><subject>Surficial geology</subject><subject>tension-disc infiltrometer</subject><issn>0016-7061</issn><issn>1872-6259</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>1998</creationdate><recordtype>article</recordtype><recordid>eNqFkMtKxDAUhoMoOI4-gpCFiC6qSW9pVyKDNxhwobMOaXLqRNpmzEkH5u3NXHDrJiHhO5f_I-SSszvOeHn_weKZCFbym7q6ZYxlRZIfkQmvRJqUaVEfk8kfckrOEL_jU7CUTYhfoB2-qBqoHdbgEWgPYekMDY4CBturADQsgS43xquxs5quvFuBDxaQupZqP2IAQ9HZDmnrXU8DDGjdkBiLOrZtbRfiNwTw1KigzslJqzqEi8M9JYvnp8_ZazJ_f3mbPc4TldUsJCUwlRrGWgM1iCpT2pQVb0QFkDeNEk0DAkzdAghWiLyGVES8SHOVC67yLJuS633fuPDPGMPIPi4EXacGcCNKLtJoqOQRLPag9g7RQytXPgb3G8mZ3BqWO8Nyq0_WldwZlnmsuzoMUKhV13o1aIt_xWmMIQSL2MMegxh2bcFL1BYGDcZ60EEaZ_8Z9AtK65KB</recordid><startdate>19981001</startdate><enddate>19981001</enddate><creator>Šimůnek, Jiřı́</creator><creator>Angulo-Jaramillo, Rafael</creator><creator>Schaap, Marcel G.</creator><creator>Vandervaere, Jean-Pierre</creator><creator>van Genuchten, Martinus Th</creator><general>Elsevier B.V</general><general>Elsevier</general><scope>IQODW</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7UA</scope><scope>C1K</scope></search><sort><creationdate>19981001</creationdate><title>Using an inverse method to estimate the hydraulic properties of crusted soils from tension-disc infiltrometer data</title><author>Šimůnek, Jiřı́ ; Angulo-Jaramillo, Rafael ; Schaap, Marcel G. ; Vandervaere, Jean-Pierre ; van Genuchten, Martinus Th</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a390t-6e0a2d00fde9e783acd681b78ee4bba7bbe7ed9fee705749e272d0524a471a433</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>1998</creationdate><topic>Earth sciences</topic><topic>Earth, ocean, space</topic><topic>Exact sciences and technology</topic><topic>neural networks</topic><topic>parameter estimation</topic><topic>soil hydraulic properties</topic><topic>Soils</topic><topic>Surficial geology</topic><topic>tension-disc infiltrometer</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Šimůnek, Jiřı́</creatorcontrib><creatorcontrib>Angulo-Jaramillo, Rafael</creatorcontrib><creatorcontrib>Schaap, Marcel G.</creatorcontrib><creatorcontrib>Vandervaere, Jean-Pierre</creatorcontrib><creatorcontrib>van Genuchten, Martinus Th</creatorcontrib><collection>Pascal-Francis</collection><collection>CrossRef</collection><collection>Water Resources Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><jtitle>Geoderma</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Šimůnek, Jiřı́</au><au>Angulo-Jaramillo, Rafael</au><au>Schaap, Marcel G.</au><au>Vandervaere, Jean-Pierre</au><au>van Genuchten, Martinus Th</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Using an inverse method to estimate the hydraulic properties of crusted soils from tension-disc infiltrometer data</atitle><jtitle>Geoderma</jtitle><date>1998-10-01</date><risdate>1998</risdate><volume>86</volume><issue>1</issue><spage>61</spage><epage>81</epage><pages>61-81</pages><issn>0016-7061</issn><eissn>1872-6259</eissn><coden>GEDMAB</coden><abstract>An inverse procedure was used to estimate the soil hydraulic characteristics of a two-layered soil system—soil surface crust and subsoil—from data obtained during a tension-disc infiltration experiment. The inverse procedure combined the Levenberg–Marquardt nonlinear parameter optimization method with a numerical solution of the axisymmetric variably-saturated flow equation. The objective function was defined in terms of the cumulative infiltration curve and the final water content measured directly below the tension-disc infiltrometer at the end of the experiment; this final water content was assumed to correspond to the final supply pressure head. We analyzed two infiltration experiments carried out with a 25-cm diameter tension-disc infiltrometer. One experiment was carried out on a two-layered system, and a second after removal of the surface crust covering the sandy subsoil. Both experiments were performed with six consecutive supply tensions. We first analyzed the infiltration experiment for the subsoil only, thus yielding its hydraulic characteristics. Subsequent analysis of the infiltration experiment for the two-layered system with known hydraulic properties of the subsoil provided estimates of the hydraulic properties of the surface crust. We further compared the estimated hydraulic parameters of the subsoil with those obtained using Wooding's analytical method [Wooding, R.A., 1968. Steady infiltration from a shallow circular pond. Water Resour. Res. 4, 1259–1273] and predictions based on a neural network model requiring textural input information. All three methods generated roughly the same results. The numerical inversion technique proved to be a convenient tool for estimating the soil hydraulic properties of both the surface crust and the subsoil.</abstract><cop>Amsterdam</cop><pub>Elsevier B.V</pub><doi>10.1016/S0016-7061(98)00035-4</doi><tpages>21</tpages></addata></record> |
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subjects | Earth sciences Earth, ocean, space Exact sciences and technology neural networks parameter estimation soil hydraulic properties Soils Surficial geology tension-disc infiltrometer |
title | Using an inverse method to estimate the hydraulic properties of crusted soils from tension-disc infiltrometer data |
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