O4.1 Implement PINNs to integrate physical principles into neural networks for constitutive modelling

O4.2 Enhance the fidelity of geotechnical simulations and analyses

T4.1 Design and develop PINNs tailored for geotechnical applications

T4.2 Integration of geotechnical physical principles in PINNs

T4.3 Application of PINNs in FEA and reliability studies

T4.4 Validation and optimisation of PINNs for geotechnical challenges

D4.1 PINN for geotechnical applications

D4.2 Guideline, validation and optimisation report, of PINN testing