Litcius/Paper detail

Physics-informed neural network (PINN)-based numerical simulation of concrete mechanical responses

Y. Ke, C.W. Liu, S.S. Zhang

2025Engineering Structures9 citationsDOI

Topics & Concepts

Artificial neural networkNonlinear systemFinite element methodCollocation (remote sensing)Computer simulationComputer scienceStructural engineeringStress (linguistics)Representation (politics)Reduction (mathematics)Energy (signal processing)Shearing (physics)Shear (geology)Shear stressMechanical systemEngineeringMechanical engineeringEnergy transferMaterials scienceBackpropagationNumerical analysisNumerical modelsEnergy transformationModel Reduction and Neural NetworksRock Mechanics and ModelingNumerical methods in engineering