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Gianluca Fabiani
ORCID
Publication Activity (10 Years)
Years Active: 2020-2024
Publications (10 Years): 11
Top Topics
Extreme Learning Machines
Coarse Scale
Neural Network
Numerical Solution
Top Venues
CoRR
J. Sci. Comput.
J. Comput. Phys.
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Publications
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Gianluca Fabiani
Random Projection Neural Networks of Best Approximation: Convergence theory and practical applications.
CoRR
(2024)
Hector Vargas Alvarez
,
Gianluca Fabiani
,
Nikolaos Kazantzis
,
Constantinos I. Siettos
,
Ioannis G. Kevrekidis
Discrete-Time Nonlinear Feedback Linearization via Physics-Informed Machine Learning.
CoRR
(2023)
Gianluca Fabiani
,
Nikolaos Evangelou
,
Tianqi Cui
,
Juan M. Bello-Rivas
,
Cristina P. Martin-Linares
,
Constantinos I. Siettos
,
Ioannis G. Kevrekidis
Tasks Makyth Models: Machine Learning Assisted Surrogates for Tipping Points.
CoRR
(2023)
Dimitrios G. Patsatzis
,
Gianluca Fabiani
,
Lucia Russo
,
Constantinos I. Siettos
Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning.
CoRR
(2023)
Hector Vargas Alvarez
,
Gianluca Fabiani
,
Nikolaos Kazantzis
,
Constantinos I. Siettos
,
Ioannis G. Kevrekidis
Discrete-time nonlinear feedback linearization via physics-informed machine learning.
J. Comput. Phys.
492 (2023)
Evangelos Galaris
,
Gianluca Fabiani
,
Ioannis Gallos
,
Ioannis G. Kevrekidis
,
Constantinos I. Siettos
Numerical Bifurcation Analysis of PDEs From Lattice Boltzmann Model Simulations: a Parsimonious Machine Learning Approach.
J. Sci. Comput.
92 (2) (2022)
Gianluca Fabiani
,
Evangelos Galaris
,
Lucia Russo
,
Constantinos I. Siettos
Parsimonious Physics-Informed Random Projection Neural Networks for Initial-Value Problems of ODEs and index-1 DAEs.
CoRR
(2022)
Evangelos Galaris
,
Gianluca Fabiani
,
Ioannis Gallos
,
Ioannis G. Kevrekidis
,
Constantinos I. Siettos
Constructing coarse-scale bifurcation diagrams from spatio-temporal observations of microscopic simulations: A parsimonious machine learning approach.
CoRR
(2022)
Gianluca Fabiani
,
Francesco Calabrò
,
Lucia Russo
,
Constantinos I. Siettos
Numerical solution and bifurcation analysis of nonlinear partial differential equations with extreme learning machines.
J. Sci. Comput.
89 (2) (2021)
Gianluca Fabiani
,
Francesco Calabrò
,
Lucia Russo
,
Constantinos I. Siettos
Numerical Solution and Bifurcation Analysis of Nonlinear Partial Differential Equations with Extreme Learning Machines.
CoRR
(2021)
Francesco Calabrò
,
Gianluca Fabiani
,
Constantinos I. Siettos
Extreme learning machine collocation for the numerical solution of elliptic PDEs with sharp gradients.
CoRR
(2020)