Thermodynamically consistent modeling of granular soils using physics-informed neural networks

Abstract In recent years, data-driven approaches have gained considerable momentum in the scientific and engineering communities, owing to their capacity to extract complex patterns from high-dimensional data. Despite their potential, these approaches often require extensive high-quality datasets, m...

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Bibliographic Details
Main Authors: Nazanin Irani, Mohammad Salimi, Torsten Wichtmann
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-12844-4
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