Publications

(2021). PINNtomo: Seismic tomography using physics-informed neural networks. Submitted.

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(2021). A holistic approach to computing first-arrival traveltimes using neural networks. Submitted.

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(2020). Machine learning for accelerating 2D flood models: Potential and challenges. Hydrological Processes.

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(2020). Physics-Informed Neural Network for Modelling the Thermochemical Curing Process of Composite-Tool Systems During Manufacture. CMAME.

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(2020). PINNeik: Eikonal solution using physics-informed neural networks. Submitted.

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(2020). A nonlocal physics-informed deep learning framework using the peridynamic differential operator. Submitted.

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(2020). A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics. CMAME.

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(2019). A viscoplastic model of creep in shale. Geophysics.

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(2019). An Implicit-Interface Approach for Modeling Coupled Flow-Geomechanics and Induced Seismicity. AGU 2018 Fall Meeting Abstracts.

(2017). Characterizing the mechanical behaviour of the Tournemire argillite. Geological Society of London.

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(2016). On modeling of fractured media using an enhanced embedded discontinuity approach. Extreme Mechanics Letters.

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(2015). On the mechanical and hydraulic response of sedimentary rocks in the presence of discontinuities. Geomechanics for Energy and the Environment.

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(2015). On modeling of discrete propagation of localized damage in cohesive-frictional materials. International Journal for Numerical and Analytical Methods in Geomechanics.

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(2015). Modeling of deformation and localized failure in anisotropic rocks. International Journal of Solids and Structures.

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(2014). A mesh-independent finite element formulation for modeling crack growth in saturated porous media based on an enriched-FEM technique. International Journal of Fracture.

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(2013). Assessment of slope stability in cohesive soils due to a rainfall. International Journal for Numerical and Analytical Methods in Geomechanics.

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(2012). Thermo-hydro-mechanical modeling of impermeable discontinuity in saturated porous media with X-FEM technique. Engineering Fracture Mechanics.

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(2011). Extended finite element modeling of deformable porous media with arbitrary interfaces. Applied Mathematical Modelling.

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