Ensemble learning of soil–water characteristic curve for unsaturated seepage using physics-informed neural networks

• Main Authors: Yang, Haoqing, Shi, Chao, Zhang, Lulu
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2025
• Subjects: Engineering; Soil slope; Machine learning
• Online Access: https://hdl.handle.net/10356/182003
• Institution: Nanyang Technological University

The determination of the soil–water characteristic curve (SWCC) is crucial for hydro-mechanical modelling and analysis of soil slopes. Conventional inverse analysis often relies on a predetermined SWCC model for parameter estimation. However, the selection of SWCC functions heavily relies on enginee...