A multi-level method for data-driven finite element computations

A comparison of stochastic and data-driven FEM approaches to problems with insufficient material data

(2019) Tim Fabian Korzeniowski et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Non-parametric material state field extraction from full field measurements

(2019) Adrien Leygue et al.   COMPUTATIONAL MECHANICS

Model-free data-driven methods in mechanics: material data identification and solvers

(2019) Laurent Stainier et al.   COMPUTATIONAL MECHANICS

Model-Free Data-Driven inelasticity

(2019) R. Eggersmann et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Characterization of sandwich composite T-joints under different ageing conditions

(2018) Mohammad Reza Khosravani et al.   COMPOSITE STRUCTURES

Data-based derivation of material response

(2018) Adrien Leygue et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A data-driven approach to nonlinear elasticity

(2018) Lu Trong Khiem Nguyen et al.   COMPUTERS & STRUCTURES

Simple heuristic for data-driven computational elasticity with material data involving noise and outliers: a local robust regression approach

(2018) Yoshihiro Kanno   JAPAN JOURNAL OF INDUSTRIAL AND APPLIED MATHEMATICS

Data-driven computing in dynamics

(2017) T. Kirchdoerfer et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Experimental investigations of the environmental effects on stability and integrity of composite sandwich T-joints

(2017) M. R. Khosravani et al.   MATERIALWISSENSCHAFT UND WERKSTOFFTECHNIK

A Manifold Learning Approach to Data-Driven Computational Elasticity and Inelasticity

(2016) Rubén Ibañez et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING