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A noise-aware physics-informed neural network method for nonlinear consolidation with non-Darcian flow and continuous drainage boundary

Accurate characterization of soft soil nonlinear consolidation with non-Darcian flow and complex boundary conditions is fundamental to assessing foundation stability. This study presents a Noise-Aware Physics-Informed Neural Network (NA-PINN) framework for one-dimensional nonlinear consolidation problems involving a continuous drainage boundary and non-
Yuxuan Sun   +4 more
openaire   +1 more source

One‐dimensional consolidation of layered soils under ramp load based on continuous drainage boundary

International Journal for Numerical and Analytical Methods in Geomechanics, 2021
Yi Tian   +2 more
exaly  

Analytical solution for one-dimensional nonlinear consolidation of double-layered soil with improved continuous drainage boundary

European Journal of Environmental and Civil Engineering, 2023
Wenbing Wu   +2 more
exaly  

Nonlinear thermal consolidation model for saturated clays integrating non-darcian flow and heat transfer under continuous drainage boundary

International Journal of Heat and Mass Transfer
Yi Tian   +7 more
openaire   +1 more source

An interfacial flow contact model for 2D plane strain consolidation analysis of layered saturated soil under continuous drainage boundaries

Computers and Geotechnics
Jiahao Xie   +7 more
openaire   +1 more source

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