Gianluca Fabiani - Publications, H-index & Citations

Gianluca Fabiani

johns hopkins university

8H指数

33论文数

308被引数

收录论文 7

发表时间

Going with the flow to solve for symmetry-driven PDE dynamics with physics-informed neural networks 利用物理信息神经网络求解对称性驱动的偏微分方程动力学

Nature Communications

IF15.7

2026-08-05

OAAI

Michail E. Kavousanakis; Gianluca Fabiani; Anastasia S. Georgiou; Constantinos Siettos; Panayotis G. Kevrekidis; Ioannis G. Kevrekidis

Enabling local neural operators to perform equation-free system-level analysis 使局部神经网络算子能够进行无方程的系统级分析

Nature Machine Intelligence

IF23.9

2026-07-15

PREAI

Gianluca Fabiani; Hannes Vandecasteele; Somdatta Goswami; Constantinos Siettos; Ioannis G. Kevrekidis

RandONets: Shallow networks with random projections for learning linear and nonlinear operators

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2025-01-01

OAAI

Fabiani, Gianluca; Kevrekidis, Ioannis G.; Siettos, Constantinos; Yannacopoulos, Athanasios N.

SLOW INVARIANT MANIFOLDS OF SINGULARLY PERTURBED SYSTEMS VIA PHYSICS-INFORMED MACHINE LEARNING

SIAM JOURNAL ON SCIENTIFIC COMPUTING

IF2.6

2024-07-05

OAAI

Patsatzis, Dimitrios; Fabiani, Gianluca; Russo, Lucia; Siettos, Constantinos

Task-oriented machine learning surrogates for tipping points of agent-based models

NATURE COMMUNICATIONS

IF15.7

2024-05-15

OAAI

Fabiani, Gianluca; Evangelou, Nikolaos; Cui, Tianqi; Bello-Rivas, Juan M.; Martin-Linares, Cristina P.; Siettos, Constantinos; Kevrekidis, Ioannis G.

Discrete-time nonlinear feedback linearization via physics-informed machine learning

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2023-11-01

OAAI

Alvarez, Hector Vargas; Fabiani, Gianluca; Kazantzis, Nikolaos; Siettos, Constantinos; Kevrekidis, Ioannis G.

Extreme learning machine collocation for the numerical solution of elliptic PDEs with sharp gradients 极端学习机配置用于具有尖锐梯度的椭圆pde的数值解

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2021-12-01

OAAI

Calabro, Francesco; Fabiani, Gianluca; Siettos, Constantinos

研究方向