Litcius/Paper detail

t-PiNet: A thermodynamics-informed hierarchical learning for discovering constitutive relations of geomaterials

Pin Zhang, Konstantinos Karapiperis, Oliver Weeger

2025Journal of the Mechanics and Physics of Solids22 citationsDOIOpen Access PDF

Topics & Concepts

Constitutive equationThermodynamicsMaterials scienceStatistical physicsEpistemologySociologyPhysicsFinite element methodPhilosophyLandslides and related hazardsRock Mechanics and ModelingSoil and Unsaturated Flow