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Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil
A FORTRAN code for liquid water flow in unsaturated soil under the isothermal condition was developed to simulate water infiltration into Yolo light clay. The governing equation, that is, Richards' equation, was approximated by the finite-difference method. A normalized sensitivity coefficient...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4897359/ https://www.ncbi.nlm.nih.gov/pubmed/27347550 http://dx.doi.org/10.1155/2015/824721 |
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author | Goh, Eng Giap Noborio, Kosuke |
author_facet | Goh, Eng Giap Noborio, Kosuke |
author_sort | Goh, Eng Giap |
collection | PubMed |
description | A FORTRAN code for liquid water flow in unsaturated soil under the isothermal condition was developed to simulate water infiltration into Yolo light clay. The governing equation, that is, Richards' equation, was approximated by the finite-difference method. A normalized sensitivity coefficient was used in the sensitivity analysis of Richards' equation. Normalized sensitivity coefficient was calculated using one-at-a-time (OAT) method and elementary effects (EE) method based on hydraulic functions for matric suction and hydraulic conductivity. Results from EE method provided additional insight into model input parameters, such as input parameter linearity and oscillating sign effect. Boundary volumetric water content (θ (L) (upper bound)) and saturated volumetric water content (θ (s)) were consistently found to be the most sensitive parameters corresponding to positive and negative relations, as given by the hydraulic functions. In addition, although initial volumetric water content (θ (L) (initial cond)) and time-step size (Δt), respectively, possessed a great amount of sensitivity coefficient and uncertainty value, they did not exhibit significant influence on model output as demonstrated by spatial discretization size (Δz). The input multiplication of parameters sensitivity coefficient and uncertainty value was found to affect the outcome of model simulation, in which parameter with the highest value was found to be Δz. |
format | Online Article Text |
id | pubmed-4897359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-48973592016-06-26 Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil Goh, Eng Giap Noborio, Kosuke Int Sch Res Notices Research Article A FORTRAN code for liquid water flow in unsaturated soil under the isothermal condition was developed to simulate water infiltration into Yolo light clay. The governing equation, that is, Richards' equation, was approximated by the finite-difference method. A normalized sensitivity coefficient was used in the sensitivity analysis of Richards' equation. Normalized sensitivity coefficient was calculated using one-at-a-time (OAT) method and elementary effects (EE) method based on hydraulic functions for matric suction and hydraulic conductivity. Results from EE method provided additional insight into model input parameters, such as input parameter linearity and oscillating sign effect. Boundary volumetric water content (θ (L) (upper bound)) and saturated volumetric water content (θ (s)) were consistently found to be the most sensitive parameters corresponding to positive and negative relations, as given by the hydraulic functions. In addition, although initial volumetric water content (θ (L) (initial cond)) and time-step size (Δt), respectively, possessed a great amount of sensitivity coefficient and uncertainty value, they did not exhibit significant influence on model output as demonstrated by spatial discretization size (Δz). The input multiplication of parameters sensitivity coefficient and uncertainty value was found to affect the outcome of model simulation, in which parameter with the highest value was found to be Δz. Hindawi Publishing Corporation 2015-09-28 /pmc/articles/PMC4897359/ /pubmed/27347550 http://dx.doi.org/10.1155/2015/824721 Text en Copyright © 2015 E. G. Goh and K. Noborio. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Goh, Eng Giap Noborio, Kosuke Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title | Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title_full | Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title_fullStr | Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title_full_unstemmed | Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title_short | Sensitivity Analysis and Validation for Numerical Simulation of Water Infiltration into Unsaturated Soil |
title_sort | sensitivity analysis and validation for numerical simulation of water infiltration into unsaturated soil |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4897359/ https://www.ncbi.nlm.nih.gov/pubmed/27347550 http://dx.doi.org/10.1155/2015/824721 |
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