Dimitris G. Giovanis

Accelerated subset simulation with neural networks for reliability analysis

Vissarion Papadopoulos, Dimitris G. Giovanis, Nikos D. Lagaros et al. · Computer Methods in Applied Mechanics and Engineering · 2012 · 206 citations · Full text

Computing, Computational Engineering, Machine Learning +12

A data-driven computational homogenization method based on neural networks for the nonlinear anisotropic electrical response of graphene/polymer nanocomposites

Xiaoxin Lu, Dimitris G. Giovanis, Julien Yvonnet et al. · Computational Mechanics · 2018 · 178 citations

Natural Sciences, Materials Engineering, Materials Science +17

UQpy: A general purpose Python package and development environment for uncertainty quantification

Audrey Olivier, Dimitris G. Giovanis, B.S. Aakash et al. · Journal of Computational Science · 2020 · 89 citations · Full text

Computing, Computer Science, Programming Languages +10

A neural network-based surrogate model for carbon nanotubes with geometric nonlinearities

Vissarion Papadopoulos, George Soimiris, Dimitris G. Giovanis et al. · Computer Methods in Applied Mechanics and Engineering · 2017 · 77 citations

Natural Sciences, Materials Engineering, Materials Science +15

Bayesian updating with subset simulation using artificial neural networks

Dimitris G. Giovanis, Iason Papaioannou, Dániel Straub et al. · Computer Methods in Applied Mechanics and Engineering · 2017 · 73 citations

Computing, Computer Science, Artificial Intelligence +12