Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network

• Main Authors: Wang, Yu, Shi, Chao, Shi, Jiangwei, Lu, Hu
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Conditional prediction; Parameter identification
• Online Access: https://hdl.handle.net/10356/179542
• Institution: Nanyang Technological University

Employing machine learning algorithms to forecast the behavior of nonlinear spatiotemporal systems, such as soil consolidation induced by land reclamation, has been popular in recent years. Although pure data-driven models demonstrate strong performance within their training domain, i.e., in-sample...