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BAYESIAN ESTIMATION OF HYDRAULIC AND SOLUTE TRANSPORT PARAMETERS FROM LABORATORY SOIL COLUMN EXPERIMENTS

机译:实验室土柱实验中液压和溶质运输参数的贝叶斯估计

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This work deals with the characterization of unsaturated hydraulic and solute transport properties of soils in small-scale laboratory column experiments. A Bayesian approach of parameter estimation is applied and the unknown parameters are estimated with a Markov Chain Monte Carlo (MCMC) Method, through the implementation of the Metropolis-Hastings algorithm. The sensitivity coefficients are examined in order to determine the most meaningful measurements for the identification of the unknown parameters. Results obtained with simulated measurements reveals the robustness of the proposed approach.
机译:这项工作涉及小规模实验室实验中土壤的不饱和液压和溶质转运性能的表征。应用了参数估计的贝叶斯探测方法,并且通过Markov链蒙特卡罗(MCMC)方法估计未知参数,通过实现Metropolis-Hastings算法。检查灵敏度系数,以便确定用于识别未知参数的最有意义的测量。通过模拟测量获得的结果揭示了所提出的方法的稳健性。

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