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Bayesian estimation of the hydraulic and solute transport properties of a small-scale unsaturated soil column Cover

Bayesian estimation of the hydraulic and solute transport properties of a small-scale unsaturated soil column

Open Access
|Jan 2016

Abstract

In this study the hydraulic and solute transport properties of an unsaturated soil were estimated simultaneously from a relatively simple small-scale laboratory column infiltration/outflow experiment. As governing equations we used the Richards equation for variably saturated flow and a physical non-equilibrium dual-porosity type formulation for solute transport. A Bayesian parameter estimation approach was used in which the unknown parameters were estimated with the Markov Chain Monte Carlo (MCMC) method through implementation of the Metropolis-Hastings algorithm. Sensitivity coefficients were examined in order to determine the most meaningful measurements for identifying the unknown hydraulic and transport parameters. Results obtained using the measured pressure head and solute concentration data collected during the unsaturated soil column experiment revealed the robustness of the proposed approach.

DOI: https://doi.org/10.1515/johh-2016-0002 | Journal eISSN: 1338-4333 | Journal ISSN: 0042-790X
Language: English
Page range: 30 - 44
Submitted on: Nov 4, 2014
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Accepted on: Sep 15, 2015
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Published on: Jan 26, 2016
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2016 Paulo H. S. Moreira, Martinus Th. van Genuchten, Helcio R. B. Orlande, Renato M. Cotta, published by Slovak Academy of Sciences, Institute of Hydrology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.