A physically-constrained inversion method for rapid and robust estimation of soil hydraulic parameters from one-dimensional upward infiltration

IF 6.8 1区 农林科学 Q1 SOIL SCIENCE
SiCong Wu , DongHao Ma , ZhiPeng Liu , Lin Chen , Congzhi Zhang , Guixiang Zhou , JiaBao Zhang
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Abstract

Low-cost, simple, efficient, and robust methods for measuring soil hydraulic properties are essential for land management and hydrological modeling across scales. The recently developed Approximate Solutions under Constant Pressure (ASCP) method provides a promising approach. Here, we further developed a new inversion approach, the Piston-type Approximate Solutions under Constant Pressure (PASCP) method, which greatly enhances the robustness of the estimated results by reducing the sensitivity of the ASCP method to measurement errors through two key innovations: (1) an original explicit formula linking soil saturation time to hydraulic parameters, used as a physical constraint to improve inversion accuracy; and (2) an interval constraint that explicitly accounts for measurement errors and enhances robustness, tolerating up to 99.9 % of observed errors. The PASCP method allows simultaneous estimation of all Brooks-Corey hydraulic parameters (n, 1/hd, and Ks) from only an upward infiltration test conducted on a standard 5-cm soil core, with easily obtainable input data. The new method was evaluated through numerical verification and laboratory validation, covering 12 soil samples and four initial moisture conditions. Numerical verifications demonstrated excellent agreement with theoretical parameter values (R² ≥ 0.998). Laboratory tests confirmed PASCP’s robust performance even in the presence of measurement errors (R² ≥ 0.804), showing 31–60 % improvement in R² compared to the original ASCP method. Overall, PASCP provides a practical, reliable technique for estimating hydraulic parameters across a wide range of soil textures under low initial moisture conditions (Sei ≤ 0.3).
一维向上入渗土壤水力参数快速鲁棒估计的物理约束反演方法
低成本、简单、高效和可靠的测量土壤水力特性的方法对于土地管理和跨尺度水文建模至关重要。最近发展的恒压近似解(ASCP)方法提供了一种很有前途的方法。本文进一步提出了一种新的反演方法——活塞式恒压近似解(PASCP)方法,该方法通过两个关键创新,降低了ASCP方法对测量误差的敏感性,极大地增强了估计结果的鲁棒性:(1)将土壤饱和时间与水力参数联系起来的原始显式公式作为物理约束,以提高反演精度;(2)明确说明测量误差并增强鲁棒性的区间约束,可容忍高达99.9 %的观测误差。PASCP方法允许同时估计所有Brooks-Corey水力参数(n, 1/hd和Ks),仅通过在标准5厘米土芯上进行的向上渗透测试,并且易于获得输入数据。通过数值验证和实验室验证对新方法进行了评估,涵盖了12个土壤样品和4种初始湿度条件。数值验证与理论参数值吻合良好(R² ≥ 0.998)。实验室测试证实,即使存在测量误差(R² ≥ 0.804),PASCP也具有稳健的性能,与原始ASCP方法相比,R²提高了31-60 %。总的来说,PASCP提供了一种实用、可靠的技术来估计低初始湿度条件下大范围土壤质地的水力参数(Sei≤0.3)。
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来源期刊
Soil & Tillage Research
Soil & Tillage Research 农林科学-土壤科学
CiteScore
13.00
自引率
6.20%
发文量
266
审稿时长
5 months
期刊介绍: Soil & Tillage Research examines the physical, chemical and biological changes in the soil caused by tillage and field traffic. Manuscripts will be considered on aspects of soil science, physics, technology, mechanization and applied engineering for a sustainable balance among productivity, environmental quality and profitability. The following are examples of suitable topics within the scope of the journal of Soil and Tillage Research: The agricultural and biosystems engineering associated with tillage (including no-tillage, reduced-tillage and direct drilling), irrigation and drainage, crops and crop rotations, fertilization, rehabilitation of mine spoils and processes used to modify soils. Soil change effects on establishment and yield of crops, growth of plants and roots, structure and erosion of soil, cycling of carbon and nutrients, greenhouse gas emissions, leaching, runoff and other processes that affect environmental quality. Characterization or modeling of tillage and field traffic responses, soil, climate, or topographic effects, soil deformation processes, tillage tools, traction devices, energy requirements, economics, surface and subsurface water quality effects, tillage effects on weed, pest and disease control, and their interactions.
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