A mechanics‐informed artificial neural network approach in data‐driven constitutive modeling

A computationally tractable framework for nonlinear dynamic multiscale modeling of membrane woven fabrics

(2021) Philip Avery et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Learning constitutive relations using symmetric positive definite neural networks

(2021) Kailai Xu et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Homogenized Flux-Body Force Treatment of Compressible Viscous Porous Wall Boundary Conditions

(2021) Daniel Z. Huang et al.   AIAA JOURNAL

Constrained neural network training and its application to hyperelastic material modeling

(2021) Patrick Weber et al.   COMPUTATIONAL MECHANICS

Unsupervised discovery of interpretable hyperelastic constitutive laws

(2021) Moritz Flaschel et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Polyconvex anisotropic hyperelasticity with neural networks

(2021) Dominik K. Klein et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

On Interpretability of Artificial Neural Networks: A Survey

(2021) Feng-Lei Fan et al.   IEEE Transactions on Radiation and Plasma Medical Sciences

Discrete embedded boundary method with smooth dependence on the evolution of a fluid‐structure interface

(2020) Jonathan Ho et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Learning constitutive relations from indirect observations using deep neural networks

(2020) Daniel Z. Huang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Mesh Adaptation Framework for Embedded Boundary Methods for CFD and Fluid‐Structure Interaction

(2019) Raunak Borker et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS

An empirical statistical constitutive relationship for rock joint shearing considering scale effect

(2019) Hang Lin et al.   COMPTES RENDUS MECANIQUE

Microstructurally-based constitutive modelling of the skin – Linking intrinsic ageing to microstructural parameters

(2018) D. Pond et al.   JOURNAL OF THEORETICAL BIOLOGY

On the Convexity of Nonlinear Elastic Energies in the Right Cauchy-Green Tensor

(2016) David Yang Gao et al.   JOURNAL OF ELASTICITY

Computational homogenization of nonlinear elastic materials using neural networks

(2015) B. A. Le et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

An ALE formulation of embedded boundary methods for tracking boundary layers in turbulent fluid–structure interaction problems

(2014) Charbel Farhat et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Robust and provably second-order explicit-explicit and implicit-explicit staggered time-integrators for highly non-linear compressible fluid-structure interaction problems

(2010) C. Farhat et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Must Elastic Materials be Hyperelastic?

(2009) M.M. Carroll   MATHEMATICS AND MECHANICS OF SOLIDS