4.7 Article

Multistep optimization of HyPix model for flexible vertical scaling of soil hydraulic parameters

期刊

ENVIRONMENTAL MODELLING & SOFTWARE
卷 156, 期 -, 页码 -

出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.envsoft.2022.105472

关键词

Variably saturated flow; Vertical discretization; Multistep optimization; Inverse modelling; Soil hydraulic properties; Non-uniqueness; Julia language

资金

  1. New Zealand Ministry of Business, Innovation and Employment [C09X1611, C09X1612]
  2. University of Granada/CBUA, Spain
  3. New Zealand Ministry of Business, Innovation & Employment (MBIE) [C09X1612] Funding Source: New Zealand Ministry of Business, Innovation & Employment (MBIE)

向作者/读者索取更多资源

This study presents a new optimization algorithm for deriving soil hydraulic parameters and simulating water-flow processes in the vadose zone. The algorithm uses a new physically based hydrological model and experimental data from multiple depths to calibrate the parameters. The results show that the accuracy of the simulated water balance components improves with the number of soil layers.
Efficient simulation of water-flow processes in the vadose zone is crucial to increase agricultural productivity within environmental limits. This requires deriving detailed soil hydraulic parameters of the soil profile that is highly challenging, particularly for heterogeneous soils. We therefore developed an alternative indirect meth-odology to calibrate the hydraulic parameters from soil water content time series measured at multiple depths by using the new physically based hydrological model HyPix. We propose a novel, efficient, multistep optimization algorithm for layered soils that derives an optimal set of hydraulic parameters for a desired number of soil layers. For each selected soil layer, HyPix derives five physical, bimodal, Kosugi hydraulic parameters that describe the soil water retention and hydraulic conductivity by using a novel algorithm that reduces the degree of sensitivity and freedom of the parameters. The optimization al-gorithm upscales the soil hydraulic parameters by gradually incorporating the soil heterogeneity. This method overcomes the problems associated with optimization of the hydraulic parameters of each layer individually, which leads to poor results because it does not represent the cohesive soil water dynamics across the unsaturated zone. We tested the method using soil water content measurements at different depths at five heterogeneous experimental sites in New Zealand. We show how the accuracy of the simulated water balance components increases with the number of soil layers. The multistep optimization upscales a detailed, layered profile of soil hydraulic parameters into a model with fewer layers. The methodology developed provides an estimate of the uncertainty of using a reduced number of soil layers. We also show that a pedological description can provide an indication of the minimum soil layers of vertical discretization required to accurately compute the soil water balance components.

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