Shima Baharlouei (Doctoral Candidate #1, UPV/EHU, Spain) 

PhD research topic: Optimized explainable deep learning algorithms for inverse problems. Applications in geophysics.

Host institution: University of the Basque Country (UPV/EHU), Bilbao, Spain

PhD Enrolment: University of the Basque Country (UPV/EHU), Bilbao, Spain

Supervisors: Dr. David Pardo, University of the Basque Country (UPV/EHU, Spain), Dr. Judit Muñoz-Matute, Basque Center for Applied Mathematics (BCAM, Spain)

Ivan Bioli (Doctoral Candidate #2, University of Pavia, Italy)

PhD research topic: Mathematically certified deep learning algorithms for inverse problems governed by PDEs. Application to the personalized treatment plans in oncology

Host institution: University of Pavia (UniPV),  Italy

PhD Enrolment:  University of Pavia (UniPV),  Italy

Supervisors: Dr. Alessandro Reali, University of Pavia (UniPV,  Italy), Dr. Giancarlo Sangalli, University of Pavia (UniPV,  Italy), Dr. Claudio Canuto, Polytechnic University of Turin (POLITO, Italy)

Mikel Mendibe (Doctoral Candidate #3, Tecnalia, Spain)

PhD research topic: Uncertainty-aware deep learning for parametric PDEs modelling tumor growth

Host institution: Tecnalia Research & Innovation, Spain

PhD Enrolment: University of the Basque Country (UPV/EHU), Bilbao, Spain

Supervisors: Dr. Javier Del Ser (Tecnalia, Spain), Dr. Alessandro Reali, University of Pavia (UniPV,  Italy)

Nicolás Zamorano (Doctoral Candidate #5, POLITO, Spain)

PhD research topic: Adaptive strategies for explainable Deep PDE solvers to speed up the generation of large and significant datasets.

Host institution: Polytechnic University of Turin (POLITO), Turin, Italy

PhD Enrolment: Polytechnic University of Turin (POLITO), Turin, Italy

Supervisors: Dr. Stefano Berrone (POLITO, Italy), Dr. Kristoffer Van der Zee, Dr. University of Nottingham (UoN, UK), Sandra Pieraccini, Politecnico di Torino (POLITO,  Italy), Dr. Claudio Canuto, Politecnico di Torino (POLITO,  Italy)

Elias Al Ghazal (Doctoral Candidate #6, ENSAM, France)

PhD research topic: Physics-aware methods combining traditional solvers and deep learning for infrastructures’ smart health assessment.

Host institution: Arts et Métiers Institute of Technology (ENSAM), Paris, France

PhD Enrolment: Arts et Métiers Institute of Technology (ENSAM), Paris, France

Supervisors: Dr. Francisco Chinesta, ENSAM, Paris, France, Dr. David Pardo, UPV/EHU, Bilbao, Spain

Elías Carú (Doctoral candidate #7, BCAM, Spain)  

PhD research topic: Leveraging deep PDE solvers with adaptive strategies and Fourier-based loss function. Application in computational biosciences. 

Host institution: Basque Center for Applied Mathematics (BCAM), Bilbao, Spain

PhD Enrolment: University of the Basque Country (UPV/EHU), Bilbao, Spain

Supervisors: Dr. Judit Muñoz-Matute, BCAM, Spain, Dr. Giancarlo Sangalli, University of Pavia, Italy

Askold Vilkha (Doctoral candidate #8, AGH, Poland)  

PhD research topic: Fast certified graph neural networks for parametric PDEs modelling flow-simulation in porous-fractured geological formations

Host institution: AGH University of Krakow (AGH), Krakow, Poland

PhD Enrolment:  AGH University of Krakow (AGH), Krakow, Poland

Supervisors: Dr. Maciej Paszynski, AGH University of Krakow, Dr. Sergio Gil López, Tecnalia, Bilbao, Spain.

Emin Benny Chacko (Doctoral candidate #9, University of Nottingham, UK)

PhD research topic: A deep learning minimal residual framework for damage identification in civil and industrial infrastructures

Host institution: University of Nottingham (UON), Nottingham, UK

PhD Enrolment:  University of Nottingham (UON), Nottingham, UK

Supervisors: Prof Kristoffer van der Zee, University of Nottingham, UK, Prof. Francisco Chinesta, ENSAM, France