Ioannis Kalogeris

Non-intrusive surrogate modeling for parametrized time-dependent partial differential equations using convolutional autoencoders

Stefanos Nikolopoulos, Ioannis Kalogeris, Vissarion Papadopoulos · Engineering Applications of Artificial Intelligence · 2022 · 65 citations

Nonlinear System Identification, Parameter Identification, Pde-constrained Optimization +5

A Galerkin-based formulation of the probability density evolution method for general stochastic finite element systems

Vissarion Papadopoulos, Ioannis Kalogeris · Computational Mechanics · 2016 · 51 citations

Numerical Analysis, Finite Element Method, Engineering +10

A Stochastic FE2 Data-Driven Method for Nonlinear Multiscale Modeling

Xiaoxin Lu, Julien Yvonnet, Leonidas Papadopoulos et al. · Materials · 2021 · 33 citations · Full text

A neural network-aided Bayesian identification framework for multiscale modeling of nanocomposites

Stefanos Pyrialakos, Ioannis Kalogeris, Gerasimos Sotiropoulos et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 25 citations

Materials Science, Engineering, Multiscale Mechanics +10

Interval and fuzzy physics-informed neural networks for uncertain fields

Jan N. Fuhg, Ioannis Kalogeris, Amélie Fau et al. · Probabilistic Engineering Mechanics · 2022 · 24 citations · Full text

Fuzzy Logic, Fuzzy Systems, Engineering +6