Research experience
Research experience
Postdoctoral Fellow Sorbonne University 12/2024 - Present
Research subjects: Theoretical analysis of Physics-Informed Neural Networks (PINNs). Improved hybrid method combining Volume Of Fluid (VOF) method and Neural Networks (NNs). Extended hybrid method combining Virtual Element Method (VEM) and NNs for elasticity problems. Developed a new polygonal method.
Supervisor: Prof. Bruno Després
Postdoctoral Fellow INRIA Paris 12/2023 - 11/2024
Research subjects: Theoretical analysis of NNs. Improved hybrid method combining VEM and NNs. Extended hybrid method integrating VOF and NNs.
Supervisor: Prof. Bruno Després
Research Fellow Polytechnic of Turin 02/2023 - 11/2023
Research subjects: Developed a new hybrid method combining VEM and NNs.
Supervisor: Prof. Stefano Berrone
PhD in Pure and Applied Mathematics Polytechnic of Turin / University of Turin 11/2019 - 09/2023
Research subjects: Analysis and improvement of PINNs, with a main focus on Variational PINNs.
Supervisors: Prof. Stefano Berrone, Prof. Claudio Canuto
Student Internship SISSA 03/2019 - 06/2019
Research subjects: Combination of Reduced Basis Method, Spectral Element Method and Deflated Continuation for solving parametric Navier-Stokes equations.
Supervisors: Prof. Gianluigi Rozza, Dr. Martin Wilfried Hess, Dr. Federico Pichi
Education
Ph.D. Polytechnic of Turin / University of Turin 11/2019 - 09/2023
Name: Pure and Applied Mathematics
Thesis title: Variational Physics-Informed Neural Networks: theory and applications.
Supervisors: Prof. Stefano Berrone, Prof. Claudio Canuto
Master's degree Polytechnic of Turin 10/2017 - 10/2019
Name: Mathematical Engineering
Grade: 110/110 cum laude
Thesis title: Efficient Computation of Bifurcation Diagrams with Spectral Element Method and Reduced Order Models.
Supervisors: Prof. Gianluigi Rozza, Prof. Claudio Canuto
Bachelor's degree Polytechnic of Turin 10/2014 - 10/2017
Name: Mathematics for Engineering
Grade: 109/110
Thesis title: Fractures rounding algorithms and generation of two-dimensional meshes on fractures from three-dimensional meshes on the surrounding rock matrix.
Supervisors: Prof. Stefano Berrone