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Mario De Florio
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Extreme theory of functional connections: A fast physics-informed neural network method for solving ordinary and partial differential equations
E Schiassi, R Furfaro, C Leake, M De Florio, H Johnston, D Mortari
Neurocomputing 457, 334-356, 2021
162*2021
Physics-informed neural networks and functional interpolation for data-driven parameters discovery of epidemiological compartmental models
E Schiassi, M De Florio, A D’Ambrosio, D Mortari, R Furfaro
Mathematics 9 (17), 2069, 2021
62*2021
Physics-informed neural networks and functional interpolation for stiff chemical kinetics
M De Florio, E Schiassi, R Furfaro
Chaos: An Interdisciplinary Journal of Nonlinear Science 32 (6), 2022
492022
Physics-informed neural networks for rarefied-gas dynamics: Thermal creep flow in the Bhatnagar–Gross–Krook approximation
M De Florio, E Schiassi, BD Ganapol, R Furfaro
Physics of Fluids 33 (4), 2021
492021
Physics-informed neural networks for the point kinetics equations for nuclear reactor dynamics
E Schiassi, M De Florio, BD Ganapol, P Picca, R Furfaro
Annals of Nuclear Energy 167, 108833, 2022
392022
Solutions of Chandrasekhar’s basic problem in radiative transfer via theory of functional connections
M De Florio, E Schiassi, R Furfaro, BD Ganapol, D Mostacci
Journal of quantitative spectroscopy and radiative transfer 259, 107384, 2021
262021
Physics-informed extreme theory of functional connections applied to optimal orbit transfer
E Schiassi, A D’Ambrosio, H Johnston, M De Florio, K Drozd, R Furfaro, ...
Proceedings of the AAS/AIAA Astrodynamics Specialist Conference, Lake Tahoe …, 2020
202020
Physics-Informed Neural Networks for 2nd order ODEs with sharp gradients
M De Florio, E Schiassi, F Calabrò, R Furfaro
Journal of Computational and Applied Mathematics 436, 115396, 2024
192024
Theory of functional connections applied to linear ODEs subject to integral constraints and linear ordinary integro-differential equations
M De Florio, E Schiassi, A D’Ambrosio, D Mortari, R Furfaro
Mathematical and computational applications 26 (3), 65, 2021
182021
AI-Aristotle: A physics-informed framework for systems biology gray-box identification
N Ahmadi Daryakenari*, M De Florio*, K Shukla, ...
PLOS Computational Biology 20 (3), e1011916, 2024
152024
Physics-informed neural networks for rarefied-gas dynamics: Poiseuille flow in the BGK approximation
M De Florio, E Schiassi, BD Ganapol, R Furfaro
Zeitschrift für angewandte Mathematik und Physik 73 (3), 126, 2022
15*2022
Grain Size Effects on Visible and Near-infrared (0.35–2.5 μm) Laboratory Spectra of Ordinary Chondrite and HED Meteorites
B Bowen, V Reddy, M De Florio, T Kareta, N Pearson, R Furfaro, ...
The Planetary Science Journal 4 (3), 52, 2023
102023
Developing a cost-effective emulator for groundwater flow modeling using deep neural operators
ML Taccari, H Wang, S Goswami, M De Florio, J Nuttall, X Chen, ...
Journal of Hydrology 630, 130551, 2024
82024
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regression
M De Florio, IG Kevrekidis, GE Karniadakis
Chaos, Solitons & Fractals 188, 115538, 2024
72024
Grain Size Effects on UV–MIR (0.2–14 μm) Spectra of Carbonaceous Chondrite Groups
DC Cantillo, V Reddy, A Battle, BNL Sharkey, NC Pearson, T Campbell, ...
The Planetary Science Journal 4 (9), 177, 2023
42023
Analysis of biologically plausible neuron models for regression with spiking neural networks
M De Florio, A Kahana, GE Karniadakis
arXiv preprint arXiv:2401.00369, 2023
22023
Quantification of total uncertainty in the physics-informed reconstruction of CVSim-6 physiology
M De Florio, Z Zou, DE Schiavazzi, GE Karniadakis
ArXiv, 2024
12024
Physics-Informed Neural Networks for 1-D Steady-State Diffusion-Advection-Reaction Equations
E Laghi, Laura: Schiassi, M De Florio, R Furfaro, D Mostacci
Nuclear Science and Engineering 197 (9), 2373–2403, 2023
12023
Hybrid Chemical and Data-Driven Model for Stiff Chemical Kinetics Using a Physics-Informed Neural Network
M Frankel, M De Florio, E Schiassi, L Sela
Engineering Proceedings 69 (1), 40, 2024
2024
The Population of Small Near-Earth Objects: Composition, Source Regions, and Rotational Properties
JA Sanchez, V Reddy, A Thirouin, WF Bottke, T Kareta, M De Florio, ...
The Planetary Science Journal 5 (6), 131, 2024
2024
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