Research Notes

Exploring computational geomechanics, numerical modelling, and AI-enabled engineering workflows. These updates capture in-progress thinking, published work, and prototypes that move research ideas into the field.

  • GeoSim.AI: A New Paradigm in Computational Geomechanics

    Introducing GeoSim.AI - a suite of AI assistants for numerical simulations in geomechanics that demonstrates the transformative potential of generative AI in geotechnical engineering.

    AI, geomechanics, numerical simulation, LLM, generative AI

  • Physics-Informed Neural Networks for One-dimensional Consolidation

    Physics-informed neural networks (PINNs) for forward and inverse problems in one-dimensional consolidation are presented. The governing partial differential equation is applied as a constraint in the neural network using automatic differentiation. The model performance is demonstrated...

    PINNs, Deep Learning, Machine Learning, Geomechanics, 1D Consolidation

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