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20192024
most citedDeep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

32 citations · 76 across the 7 of their papers we have counts for

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5 papers · 1 filter

math.NA2024★ 11 cited

Partial-differential-algebraic equations of nonlinear dynamics by Physics-Informed Neural-Network: (I) Operator splitting and framework assessment

Loc Vu-Quoc, Alexander Humer

Several forms for constructing novel physics-informed neural-networks (PINN) for the solution of partial-differential-algebraic equations based on derivative operator splitting are…

math.NA2023★ 14 cited

New mixed finite elements for the discretization of piezoelectric structures or macro-fibre composites

Astrid Pechstein, Martin Meindlhumer, Alexander Humer

We propose a new three-dimensional formulation based on the mixed Tangential-Displacement Normal-Normal-Stress (TDNNS) method for elasticity. In elastic TDNNS elements, the tangent…

math.NA2020★ 1 cited

High-order mixed finite elements for an energy-based model of the polarization process in ferroelectric materials

Astrid S. Pechstein, Martin Meindlhumer, Alexander Humer

An energy-based model of the ferroelectric polarization process is presented in the current contribution. In an energy-based setting, dielectric displacement and strain (or displac…

math.NA2020★ 8 cited

Variational inequalities for ferroelectric constitutive modeling

Martin Meindlhumer, Astrid Pechstein, Alexander Humer

This paper is concerned with modeling the polarization process in ferroelectric media. We develop a thermodynamically consistent model, based on phenomenological descriptions of fr…

math.NA2019★ 10 cited

The polarization process of ferroelectric materials analyzed in the framework of variational inequalities

Astrid S. Pechstein, Martin Meindlhumer, Alexander Humer

We are concerned with the mathematical modeling of the polarization process in ferroelectric media. We assume that this dissipative process is governed by two constitutive function…