DELLA SANTA, FRANCESCO
DELLA SANTA, FRANCESCO
Dipartimento di Scienze Matematiche
046539
Automatic Differentiation-Based Multi-Start for Gradient-Based Optimization Methods
2024 Della Santa, Francesco
Discontinuous Neural Networks and Discontinuity Learning
2023 Della Santa, Francesco; Pieraccini, Sandra
Graph-Informed Neural Networks for Regressions on Graph-Structured Data
2022 Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco
Data-Driven Deep Learning Methods for Physically-Based Simulations
2021 Della Santa, Francesco
Design optimization of renewable energy systems for NZEBs based on deep residual learning
2021 Ferrara, Maria; Della Santa, Francesco; Bilardo, Matteo; De Gregorio, Alessandro; Mastropietro, Antonio; Fugacci, Ulderico; Vaccarino, Francesco; Fabrizio, Enrico
Layer-wise relevance propagation for backbone identification in discrete fracture networks
2021 Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco
Machine learning for flux regression in discrete fracture networks
2021 Berrone, S.; DELLA SANTA, Francesco; Pieraccini, S.; Vaccarino, F.
Performance Analysis of Multi-Task Deep Learning Models for Flux Regression in Discrete Fracture Networks
2021 Berrone, Stefano; DELLA SANTA, Francesco
Predicting flux in Discrete Fracture Networks via Graph Informed Neural Networks
2021 Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco
Application of Deep Learning to Design Renewable Energy Systems fo a Zero Energy Multifamily Building
2020 Della Santa, Francesco; Ferrara, Maria; Bilardo, Matteo; De Gregorio, Alessandro; Mastropietro, Antonio; Fugacci, Ulderico; Vaccarino, Francesco; Fabrizio, Enrico
Discrete Fracture Network insights by eXplainable AI
2020 Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco
Multi-objective optimisation of an aerostatic pad: design of position, number and diameter of the supply holes
2020 Colombo, F.; Della Santa, F.; Pieraccini, S.
Citazione | Data di pubblicazione | Autori | File |
---|---|---|---|
Automatic Differentiation-Based Multi-Start for Gradient-Based Optimization Methods / Della Santa, Francesco. - In: MATHEMATICS. - ISSN 2227-7390. - ELETTRONICO. - 12:8(2024), pp. 1-21. [10.3390/math12081201] | 1-gen-2024 | Della Santa, Francesco | mathematics-12-01201-v2.pdf |
Discontinuous Neural Networks and Discontinuity Learning / Della Santa, Francesco; Pieraccini, Sandra. - In: JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS. - ISSN 0377-0427. - ELETTRONICO. - 419:(2023), pp. 1-24. [10.1016/j.cam.2022.114678] | 1-gen-2023 | Della Santa, FrancescoPieraccini, Sandra | Manuscript_elsarticle.pdf; Discontinuity_learning_final_file.pdf |
Graph-Informed Neural Networks for Regressions on Graph-Structured Data / Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco. - In: MATHEMATICS. - ISSN 2227-7390. - ELETTRONICO. - 10:5(2022). [10.3390/math10050786] | 1-gen-2022 | Berrone, StefanoDella Santa, FrancescoMastropietro, AntonioPieraccini, SandraVaccarino, Francesco | mathematics-10-00786.pdf |
Data-Driven Deep Learning Methods for Physically-Based Simulations / Della Santa, Francesco. - (2021). | 1-gen-2021 | Della Santa, Francesco | - |
Design optimization of renewable energy systems for NZEBs based on deep residual learning / Ferrara, Maria; Della Santa, Francesco; Bilardo, Matteo; De Gregorio, Alessandro; Mastropietro, Antonio; Fugacci, Ulderico; Vaccarino, Francesco; Fabrizio, Enrico. - In: RENEWABLE ENERGY. - ISSN 0960-1481. - STAMPA. - 176:(2021), pp. 590-605. [10.1016/j.renene.2021.05.044] | 1-gen-2021 | Ferrara, MariaDella Santa, FrancescoBilardo, MatteoDe Gregorio, AlessandroMastropietro, AntonioFugacci, UldericoVaccarino FrancescoFabrizio, Enrico | RENE2021.pdf |
Layer-wise relevance propagation for backbone identification in discrete fracture networks / Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco. - In: JOURNAL OF COMPUTATIONAL SCIENCE. - ISSN 1877-7503. - ELETTRONICO. - 55:(2021), p. 101458. [10.1016/j.jocs.2021.101458] | 1-gen-2021 | Berrone, StefanoDella Santa, FrancescoMastropietro, AntonioPieraccini, SandraVaccarino, Francesco | 1-s2.0-S1877750321001356-main.pdf |
Machine learning for flux regression in discrete fracture networks / Berrone, S.; DELLA SANTA, Francesco; Pieraccini, S.; Vaccarino, F.. - In: GEM. - ISSN 1869-2672. - ELETTRONICO. - 12:9(2021). [10.1007/s13137-021-00176-0] | 1-gen-2021 | Berrone S.DELLA SANTA, FRANCESCOPieraccini S.Vaccarino F. | Berrone2021_Article_MachineLearningForFluxRegressi.pdf |
Performance Analysis of Multi-Task Deep Learning Models for Flux Regression in Discrete Fracture Networks / Berrone, Stefano; DELLA SANTA, Francesco. - In: GEOSCIENCES. - ISSN 2076-3263. - 11:3(2021), pp. 1-24. [10.3390/geosciences11030131] | 1-gen-2021 | Stefano BerroneFrancesco Della Santa | geosciences-11-00131-v2.pdf |
Predicting flux in Discrete Fracture Networks via Graph Informed Neural Networks / Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco. - ELETTRONICO. - Machine Learning and the Physical Sciences:(2021). (Intervento presentato al convegno Workshop at the 35th Conference on Neural Information Processing Systems (NeurIPS) nel December 13, 2021). | 1-gen-2021 | Berrone, StefanoDella Santa, FrancescoMastropietro, AntonioPieraccini, SandraVaccarino, Francesco | NeurIPS_ML4PS_2021_87.pdf |
Application of Deep Learning to Design Renewable Energy Systems fo a Zero Energy Multifamily Building / Della Santa, Francesco; Ferrara, Maria; Bilardo, Matteo; De Gregorio, Alessandro; Mastropietro, Antonio; Fugacci, Ulderico; Vaccarino, Francesco; Fabrizio, Enrico. - ELETTRONICO. - (2020). (Intervento presentato al convegno 15th SDEWES Conference Cologne 2020). | 1-gen-2020 | Della Santa, FrancescoFerrara, MariaBilardo, MatteoDe Gregorio, AlessandroMastropietro, AntonioFugacci, UldericoVaccarino, FrancescoFabrizio, Enrico | - |
Discrete Fracture Network insights by eXplainable AI / Berrone, Stefano; Della Santa, Francesco; Mastropietro, Antonio; Pieraccini, Sandra; Vaccarino, Francesco. - ELETTRONICO. - (2020). (Intervento presentato al convegno Workshop at the 34th Conference on Neural Information Processing Systems (NeurIPS) nel December 11, 2020). | 1-gen-2020 | Berrone, StefanoDella Santa, FrancescoMastropietro, AntonioPieraccini, SandraVaccarino, Francesco | NeurIPS_ML4PS_2020_53.pdf |
Multi-objective optimisation of an aerostatic pad: design of position, number and diameter of the supply holes / Colombo, F.; Della Santa, F.; Pieraccini, S.. - In: JOURNAL OF MECHANICS. - ISSN 1727-7191. - 36:3(2020), pp. 347-360. [10.1017/jmech.2019.41] | 1-gen-2020 | F. ColomboF. Della SantaS. Pieraccini | multiobjective_optimisation_of_an_aerostatic_pad_design_of_position_number_and_diameter_of_the_supply_holes.pdf; formatted paper reviewed - reformatted.pdf |