Next Article in Journal
A Study on the Removal of Phosphate from Water Environments by Synthesizing New Sodium-Type Zeolite from Coal Gangue
Previous Article in Journal
Bias Correction of Satellite-Derived Climatic Datasets for Water Balance Estimation
Previous Article in Special Issue
Effects of Water Use Efficiency Combined with Advancements in Nitrogen and Soil Water Management for Sustainable Agriculture in the Loess Plateau, China
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
This is an early access version, the complete PDF, HTML, and XML versions will be available soon.
Article

A Deterministic Combinatorial Approach to Investigate Interactions of Soil Hydraulic Parameters on River Flow Modelling

by
Dhiego da Silva Sales
1,2,*,
David de Andrade Costa
1,
Jader Lugon Junior
1,
Ramiro Joaquim Neves
2 and
Antônio José da Silva Neto
3
1
Department of Modeling and Technology for the Environment Applied to Water Resources (AMBHIDRO), Federal Fluminense Institute (IFF), St. Coronel Walter Kramer, 363, Pq Santo Antônio, Campos dos Goytacazes, Rio de Janeiro 28080-565, Brazil
2
Center for Environmental and Marine Science and Technology (MARETEC), Instituto Superior Técnico (IST), University of Lisbon, Av. Rovisco Pais, 1, 1049-001 Lisbon, Portugal
3
Mechanical Testing and Metrology Laboratory, Polytechnic Institute, Rio de Janeiro State University (UERJ), St. Bonfim, 25, Nova Friburgo, Rio de Janeiro 28625-570, Brazil
*
Author to whom correspondence should be addressed.
Water 2025, 17(17), 2627; https://doi.org/10.3390/w17172627
Submission received: 11 July 2025 / Revised: 25 August 2025 / Accepted: 3 September 2025 / Published: 5 September 2025
(This article belongs to the Special Issue Soil–Water Interaction and Management)

Abstract

Hydrological modeling is essential for the sustainable management of watershed systems. Physically based models like MOHID-Land simulate soil water dynamics using Richards’ equation, parameterized through the van Genuchten–Mualem (VGM) model. Although the sensitivity of individual VGM parameters—residual water content (θr), saturated water content (θs), pore size distribution (n), inverse of air entry pressure (α), and saturated hydraulic conductivity (Ksat)—is well documented, their combined effects remain underexplored. This study assessed both isolated and joint impacts of these parameters through a deterministic ±10% perturbation scheme, resulting in 31 unique parameter combinations. Model performance was evaluated using the Nash–Sutcliffe Efficiency (NSE) and Percent Bias (PBIAS). Full-parameter interaction achieved the best results (NSE = 0.50, PBIAS = 25.32), compared to the uncalibrated baseline (NSE = 0.01, PBIAS = 34.06). The pair θs and n emerged as the most influential. Adding secondary parameters to this core pair yielded only marginal performance gains, while removing them from the full set caused similarly marginal declines. These findings reveal a hierarchical sensitivity structure, emphasizing θs and n as key targets for calibration. Prioritizing this pair enables a more efficient soil calibration process, preserving model accuracy while reducing computational cost by limiting parameter space exploration.
Keywords: hydrological modelling; sensitivity analysis; soil hydraulic properties; model calibration strategies; watershed modelling; soil physics hydrological modelling; sensitivity analysis; soil hydraulic properties; model calibration strategies; watershed modelling; soil physics

Share and Cite

MDPI and ACS Style

Sales, D.d.S.; Costa, D.d.A.; Lugon Junior, J.; Neves, R.J.; Silva Neto, A.J.d. A Deterministic Combinatorial Approach to Investigate Interactions of Soil Hydraulic Parameters on River Flow Modelling. Water 2025, 17, 2627. https://doi.org/10.3390/w17172627

AMA Style

Sales DdS, Costa DdA, Lugon Junior J, Neves RJ, Silva Neto AJd. A Deterministic Combinatorial Approach to Investigate Interactions of Soil Hydraulic Parameters on River Flow Modelling. Water. 2025; 17(17):2627. https://doi.org/10.3390/w17172627

Chicago/Turabian Style

Sales, Dhiego da Silva, David de Andrade Costa, Jader Lugon Junior, Ramiro Joaquim Neves, and Antônio José da Silva Neto. 2025. "A Deterministic Combinatorial Approach to Investigate Interactions of Soil Hydraulic Parameters on River Flow Modelling" Water 17, no. 17: 2627. https://doi.org/10.3390/w17172627

APA Style

Sales, D. d. S., Costa, D. d. A., Lugon Junior, J., Neves, R. J., & Silva Neto, A. J. d. (2025). A Deterministic Combinatorial Approach to Investigate Interactions of Soil Hydraulic Parameters on River Flow Modelling. Water, 17(17), 2627. https://doi.org/10.3390/w17172627

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop