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Francesco Della Santa
Francesco Della Santa
Assistant Professor with time contract, Politecnico di Torino
Bestätigte E-Mail-Adresse bei polito.it
Titel
Zitiert von
Zitiert von
Jahr
Design optimization of renewable energy systems for NZEBs based on deep residual learning
M Ferrara, F Della Santa, M Bilardo, A De Gregorio, A Mastropietro, ...
Renewable Energy 176, 590-605, 2021
402021
Machine learning for flux regression in discrete fracture networks
S Berrone, F Della Santa, S Pieraccini, F Vaccarino
GEM-International Journal on Geomathematics 12 (1), 9, 2021
102021
Multi-Objective Optimisation of an Aerostatic Pad: Design of Position, Number and Diameter of the Supply Holes
F Colombo, F Della Santa, S Pieraccini
Journal of Mechanics 36 (3), 347-360, 2020
92020
Discontinuous neural networks and discontinuity learning
F Della Santa, S Pieraccini
Journal of Computational and Applied Mathematics 419, 114678, 2023
82023
Graph-Informed Neural Networks for Regressions on Graph-Structured Data
S Berrone, F Della Santa, A Mastropietro, S Pieraccini, F Vaccarino
Mathematics 10 (5), 786, 2022
72022
Performance Analysis of Multi-Task Deep Learning Models for Flux Regression in Discrete Fracture Networks
S Berrone, F Della Santa
Geosciences 11 (3), 131, 2021
52021
Layer-wise relevance propagation for backbone identification in discrete fracture networks
S Berrone, F Della Santa, A Mastropietro, S Pieraccini, F Vaccarino
Journal of Computational Science 55, 101458, 2021
32021
Discrete Fracture Network insights by eXplainable AI
S Berrone, F Della Santa, A Mastropietro, S Pieraccini, F Vaccarino
Machine Learning and the Physical Sciences (https://ml4physicalsciences …, 2020
3*2020
Graph Informed Deep Learning for Uncertainty Quantification in Discrete Fracture Networks
S Berrone, F Della Santa, A Mastropietro, S Pieraccini, F Vaccarino
PROCEEDINGS OF SIMAI 2020+ 21, 2021
22021
Graph-Informed Neural Networks for Sparse Grid-Based Discontinuity Detectors
F Della Santa, S Pieraccini
arXiv preprint arXiv:2401.13652, 2024
12024
Sparse Implementation of Versatile Graph-Informed Layers
F Della Santa
arXiv preprint arXiv:2403.13781, 2024
2024
Automatic Differentiation-Based Multi-Start for Gradient-Based Optimization Methods
F Della Santa
Mathematics 12 (8), 1201, 2024
2024
Alternate Training of Shared and Task-Specific Parameters for Multi-Task Neural Networks
S Bellavia, F Della Santa, A Papini
arXiv preprint arXiv:2312.16340, 2023
2023
Data-Driven Deep Learning Methods for Physically-Based Simulations
F Della Santa
Politecnico di Torino, Università degli Studi di Torino, 2021
2021
Predicting flux in Discrete Fracture Networks via Graph Informed Neural Networks
S Berrone, F Della Santa, A Mastropietro, S Pieraccini, F Vaccarino
Machine Learning and the Physical Sciences (https://ml4physicalsciences …, 2021
2021
Application of Deep Learning to Design Renewable Energy Systems for a Zero Energy Multifamily Building
F Della Santa, M Ferrara, M Bilardo, A {De Gregorio}, A Mastropietro, ...
CD Proceedings - Dubrovnik Conference on Sustainable Development of Energy …, 2020
2020
VIII Modelling Week UCM (2014) Efficient Railway Timetabling Using Max-Plus Algebra
MA Castellanos, F Della Santa, BF Suárez, JG Ortega
2014
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