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About me
About me
I am currently Research Scientist at Pasteur Labs & ISI. My research interests lay in multi-physics and multi-scale mathematical modeling, numerical methods, reduced-order modeling and uncertainty quantification, with a focus on Artificial Intelligence-driven, physics-informed active digital twins.
I am currently Research Scientist at Pasteur Labs & ISI. My research interests lay in multi-physics and multi-scale mathematical modeling, numerical methods, reduced-order modeling and uncertainty quantification, with a focus on Artificial Intelligence-driven, physics-informed active digital twins.
Previously, I was postdoctoral researcher in the Cardiovascular Biomechanics Computation Lab led by Professor Alison Marsden at Stanford University. I completed my PhD in Mathematical Models and Methods for Engineering at Politecnico di Milano under the supervision of Professor Alfio Quarteroni. I worked in the framework of iHEART, whose aim is to create a fully integrated human heart for the accurate and efficient numerical simulation of cardiac function. I received my Master of Science in Computational Science and Engineering and my Bachelor of Science in Mathematical Engineering from Politecnico di Milano.
Previously, I was postdoctoral researcher in the Cardiovascular Biomechanics Computation Lab led by Professor Alison Marsden at Stanford University. I completed my PhD in Mathematical Models and Methods for Engineering at Politecnico di Milano under the supervision of Professor Alfio Quarteroni. I worked in the framework of iHEART, whose aim is to create a fully integrated human heart for the accurate and efficient numerical simulation of cardiac function. I received my Master of Science in Computational Science and Engineering and my Bachelor of Science in Mathematical Engineering from Politecnico di Milano.
I am one of the main developers of lifex, a high-performance computing C++ library for multi-scale and multi-physics simulations based on the deal.II Finite Element core. I also contributed to the suite of applications within SimVascular.
I am one of the main developers of lifex, a high-performance computing C++ library for multi-scale and multi-physics simulations based on the deal.II Finite Element core. I also contributed to the suite of applications within SimVascular.
Technical skills
Technical skills
Multi-scale and Multi-physics Mathematical Modeling, Scientific Machine Learning, Digital Twins
Extensive background in Applied Mathematics, Statistics and Computational Medicine
Thorough knowledge of C++, Python and Julia for Scientific Computing and Machine Learning
Solid experience with different Machine Learning libraries, including Tensorflow, JAX, PyTorch and Flux
Proficient in high-performance computing and large-scale numerical simulations
Conferences & invited seminars
Conferences & invited seminars
CardioVascular Biomechanics seminar (invited), Technische Universiteit Delft (July 9th, 2024)
Fickle Heart: The intersection of UQ, AI and Digital Twins (invited), University of Cambridge (June 3rd-4th, 2024)
Uncertainty Quantification seminar (invited), Sandia National Laboratories (April 3rd, 2024)
CRUNCH Seminar (invited), CRUNCH group, Brown University (March 22nd, 2024)
Machine Learning Seminar (invited), Trayanova Lab, Johns Hopkins University (January 31st, 2024)
Advances in Computational Mechanics (invited), Austin (October 22nd-25th, 2023)
ECCOMAS Young Investigators Conference (invited), Porto (June 19th-21st, 2023)
Cardiac Physiome Workshop, Irvine (April 24th-26th, 2023)
MATHMOD, Vienna (July 27th-29th, 2022)
Young People for Math (invited), Brescia (June 27th-28th, 2022)
ECCOMAS Congress, Oslo (June 5th-9th, 2022)
COLIBRI Workshop (invited), Graz (February 14th-15th, 2022)
Young MNCM (invited), Pavia (December 14th, 2021)
SIMAI2020+2021, Parma (August 30th-September 3rd, 2021)
MCF Congress, Milan (July 1st-3rd, 2021)
WCCM-ECCOMAS Congress, Paris (January 11th-15th, 2021)
MCF Congress, Milan (August 31st-September 2nd, 2020)
VPH Conference, Paris (August 24th-28th, 2020)
Mathematical and Computational Aspects of Machine Learning, Pisa (October 7th-11th, 2019)
RISM Congress, Varese (July 22nd-24th, 2019)
Research visits
Research visits
Perlinck Lab, Technische Universiteit Delft (July 2024)
Cardiac Electromechanics Research Group, King's College London (September-December 2022)
Trayanova Lab, Johns Hopkins University (February-July 2020)
Awards
Awards
Oden-Hughes award for the best paper in CMAME in the years 2022-2023 (March 21st, 2024)
Finalist of the ECCOMAS PhD Olympiad, Porto (June 19th-21st, 2023)
Winner of the MIT Critical Care Datathon, Milan (February 1st-3rd, 2019)
Publications
Publications
E. Martinez, B. Moscoloni, M. Salvador, F. Kong, M. Peirlinck, A. L. Marsden
arXiv preprint (2025)
A. Tonini, F. Regazzoni, M. Salvador, L. Dede', R. Scrofani, L. Fusini, C. Cogliati, G. Pontone, C. Vergara, A. Quarteroni
International Journal for Numerical Methods in Engineering 126, e7648 (2025)
A. Iacovelli, L. Pegolotti, M. Salvador, E. Stoppa, M. D. Santambrogio, A. L. Marsden
Internation Conference on Biomedical and Health Informatics (2024)
M. Salvador, M. Strocchi, F. Regazzoni, C. Augustin, L. Dede', S. Niederer, A. Quarteroni
npj Digital Medicine 7, 90 (2024)
M. Salvador, A. L. Marsden
arXiv preprint (2024)
F. Regazzoni, S. Pagani, M. Salvador, L. Dede', A. Quarteroni
Nature Communications 15, 1834 (2024)
M. Salvador, F. Kong, M. Peirlinck, D. W. Parker, H. Chubb, A. Dubin, A. L. Marsden
Journal of The Royal Society Interface 21 (2024)
M. Salvador, A. L. Marsden
Computer Methods in Applied Mechanics and Engineering 418, 116499 (2024)
A. Zanoni, G. Geraci, M. Salvador, K. Menon, A. L. Marsden, D. E. Schiavazzi
arXiv preprint (2024)
A. Zanoni, G. Geraci, M. Salvador, K. Menon, A. L. Marsden, D. E. Schiavazzi
Computer Methods in Applied Mechanics and Engineering 429, 117119 (2024)
E. Zappon, M. Salvador, R. Piersanti, F. Regazzoni, L. Dede', A. Quarteroni
Computer Methods in Applied Mechanics and Engineering 427, 117077 (2024)
A. L. Brown, M. Salvador, L. Shi, M. R. Pfaller, Z. Hu, K. E. Harold, T. Hsiai, V. Vedula, A. L. Marsden
Computer Methods in Applied Mechanics and Engineering 421, 116764 (2024)
P. C. Africa, R. Piersanti, F. Regazzoni, M. Bucelli, M. Salvador, M. Fedele, S. Pagani, L. Dede', A. Quarteroni
BMC Bioinformatics 24, 389 (2023)
M. Salvador, F. Regazzoni, L. Dede', A. Quarteroni
Computer Methods and Programs in Biomedicine 231, 107402 (2023)
P. C. Africa, M. Salvador, P. Gervasio, L. Dede', A. Quarteroni
Journal of Computational Physics 478, 111984 (2023)
M. Fedele, R. Piersanti, F. Regazzoni, M. Salvador, P. C. Africa, M. Bucelli, A. Zingaro, L. Dede', A. Quarteroni
Computer Methods in Applied Mechanics and Engineering 410, 115983 (2023)
R. Piersanti, F. Regazzoni, M. Salvador, A. Corno, L. Dede', C. Vergara, A. Quarteroni
Computer Methods in Applied Mechanics and Engineering 391, 114607 (2022)
F. Regazzoni, M. Salvador, L. Dede', A. Quarteroni
Computer Methods in Applied Mechanics and Engineering 393, 114825 (2022)
M. Salvador, F. Regazzoni, S. Pagani, L. Dede', N. Trayanova, A. Quarteroni
Computers in Biology and Medicine, 105203 (2022)
F. Regazzoni, M. Salvador, P. C. Africa, M. Fedele, L. Dede', A. Quarteroni
Journal of Computational Physics 457, 111083 (2022)
M. Salvador, M. Fedele, P. C. Africa, E. Sung, L. Dede', A. Prakosa, J. Chrispin, N. Trayanova, A. Quarteroni
Computers in Biology and Medicine 136, 104674 (2021)
N. Paliwal, R. L. Ali, M. Salvador, R. O'Hara, R. Yu, U. A. Daimee, T. Akhtar, P. Pandey, D. D. Spragg, H. Calkins, N. Trayanova
Frontiers in Physiology 12, 684 (2021)
M. Bucelli, M. Salvador, L. Dede', A. Quarteroni
Computer Methods in Applied Mechanics and Engineering 376, 113666 (2021)
S. Pagani, L. Dede', A. Frontera, M. Salvador, L. R. Limite, A. Manzoni, F. Lipartiti, G. Tsitsinakis, A. Hadjis, P. Della Bella, A. Quarteroni
Frontiers in Physiology, 927 (2021)
M. Salvador, L. Dede', A. Manzoni
Computers & Mathematics with Applications 104, 1-13 (2021)
M. Salvador, L. Dede', A. Quarteroni
Computational Mechanics 66, 491-511 (2020)
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