FABIANI, GIANLUCA
FABIANI, GIANLUCA
Numerical solution and bifurcation analysis of nonlinear partial differential equations with extreme learning machines
2021 Fabiani, Gianluca; Calabrò, Francesco; Russo, Lucia; Siettos, Konstantinos
Extreme learning machine collocation for the numerical solution of elliptic PDEs with sharp gradients
2021 Calabro', Francesco; Fabiani, G.; Siettos, K.
Parsimonious physics-informed random projection neural networks for initial value problems of ODEs and index-1 DAEs
2023 Fabiani, Gianluca; Galaris, Evangelos; Russo, Lucia; Siettos, Konstantinos
Task-oriented machine learning surrogates for tipping points of agent-based models
2024 Fabiani, Gianluca; Evangelou, Nikolaos; Cui, Tianqi; Bello-Rivas, Juan M.; Martin-Linares, Cristina P.; Siettos, Konstantinos; Kevrekidis, Ioannis G.
Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning
2024 Patsatzis, Dimitrios; Fabiani, Gianluca; Russo, Lucia; Siettos, Konstantinos
Tipping points in overturning circulation mediated by ocean mixing and the configuration and magnitude of the hydrological cycle: A simple model
2024 Gnanadesikan, Anand; Fabiani, Gianluca; Liu, Jingwen; Gelderloos, Renske; Brett, G. Jay; Kevrekidis, Yannis; Haine, Thomas; Pradal, Marie-Aude; Siettos, Konstantinos; Sleeman, Jennifer
Nonlinear discrete-time observers with Physics-Informed Neural Networks
2024 Vargas Alvarez, Hector; Fabiani, Gianluca; Kazantzis, Nikolaos; Kevrekidis, Ioannis G.; Siettos, Konstantinos
On the accuracy of interpolation based on single-layer artificial neural networks with a focus on defeating the Runge phenomenon
2024 Auricchio, Ferdinando; Belardo, Maria Roberta; Calabrò, Francesco; Fabiani, Gianluca; Pascaner, Ariel F.
RandONets: Shallow networks with random projections for learning linear and nonlinear operators
2025 Fabiani, Gianluca; Kevrekidis, Ioannis G.; Siettos, Konstantinos; Yannacopoulos, Athanasios N.
| Titolo | Tipologia | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|---|
| Numerical solution and bifurcation analysis of nonlinear partial differential equations with extreme learning machines | 1.1 Articolo in rivista | 2021 | Fabiani, Gianluca; Calabrò, Francesco; Russo, Lucia; Siettos, Konstantinos | |
| Extreme learning machine collocation for the numerical solution of elliptic PDEs with sharp gradients | 1.1 Articolo in rivista | 2021 | Calabro', Francesco; Fabiani, G.; Siettos, K. | |
| Parsimonious physics-informed random projection neural networks for initial value problems of ODEs and index-1 DAEs | 1.1 Articolo in rivista | 2023 | Fabiani, Gianluca; Galaris, Evangelos; Russo, Lucia; Siettos, Konstantinos | |
| Task-oriented machine learning surrogates for tipping points of agent-based models | 1.1 Articolo in rivista | 2024 | Fabiani, Gianluca; Evangelou, Nikolaos; Cui, Tianqi; Bello-Rivas, Juan M.; Martin-Linares, Cristina P.; Siettos, Konstantinos; Kevrekidis, Ioannis G. | |
| Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning | 1.1 Articolo in rivista | 2024 | Patsatzis, Dimitrios; Fabiani, Gianluca; Russo, Lucia; Siettos, Konstantinos | |
| Tipping points in overturning circulation mediated by ocean mixing and the configuration and magnitude of the hydrological cycle: A simple model | 1.1 Articolo in rivista | 2024 | Gnanadesikan, Anand; Fabiani, Gianluca; Liu, Jingwen; Gelderloos, Renske; Brett, G. Jay; Kevrekidis, Yannis; Haine, Thomas; Pradal, Marie-Aude; Siettos, Konstantinos; Sleeman, Jennifer | |
| Nonlinear discrete-time observers with Physics-Informed Neural Networks | 1.1 Articolo in rivista | 2024 | Vargas Alvarez, Hector; Fabiani, Gianluca; Kazantzis, Nikolaos; Kevrekidis, Ioannis G.; Siettos, Konstantinos | |
| On the accuracy of interpolation based on single-layer artificial neural networks with a focus on defeating the Runge phenomenon | 1.1 Articolo in rivista | 2024 | Auricchio, Ferdinando; Belardo, Maria Roberta; Calabrò, Francesco; Fabiani, Gianluca; Pascaner, Ariel F. | |
| RandONets: Shallow networks with random projections for learning linear and nonlinear operators | 1.1 Articolo in rivista | 2025 | Fabiani, Gianluca; Kevrekidis, Ioannis G.; Siettos, Konstantinos; Yannacopoulos, Athanasios N. |