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Francesco Della Santa
Francesco Della Santa
Assistant Professor with time contract, Politecnico di Torino
Verified email at polito.it
Title
Cited by
Cited by
Year
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
422021
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, Universitą 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 Suįrez, JG Ortega
2014
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