no code implementations • 15 Dec 2023 • Federica Caforio, Francesco Regazzoni, Stefano Pagani, Elias Karabelas, Christoph Augustin, Gundolf Haase, Gernot Plank, Alfio Quarteroni
The development of biophysical models for clinical applications is rapidly advancing in the research community, thanks to their predictive nature and their ability to assist the interpretation of clinical data.
no code implementations • 8 Jun 2023 • Matteo Salvador, Marina Strocchi, Francesco Regazzoni, Luca Dede', Steven Niederer, Alfio Quarteroni
The trained LNODEs provides a compact and efficient representation of the 3D-0D model in a latent space by means of a feedforward fully-connected Artificial Neural Network that retains 3 hidden layers with 13 neurons per layer and allows for 300x real-time numerical simulations of the cardiac function on a single processor of a standard laptop.
no code implementations • 28 Apr 2023 • Francesco Regazzoni, Stefano Pagani, Matteo Salvador, Luca Dede', Alfio Quarteroni
We propose a novel architecture, named Latent Dynamics Network (LDNet), which is able to discover low-dimensional intrinsic dynamics of possibly non-Markovian dynamical systems, thus predicting the time evolution of space-dependent fields in response to external inputs.
no code implementations • 22 Dec 2021 • Nicola Parolini, Luca Dede', Giovanni Ardenghi, Alfio Quarteroni
Several epidemiological models have been proposed to study the evolution of COVID-19 pandemic.
no code implementations • 26 Jan 2021 • Roberto Piersanti, Pasquale C. Africa, Marco Fedele, Christian Vergara, Luca Dedè, Antonio F. Corno, Alfio Quarteroni
Next we propose, for the first time, a LDRBM to be used for generating atrial fibers.
Numerical Analysis Computational Engineering, Finance, and Science Numerical Analysis
no code implementations • 9 Jan 2021 • Nicola Parolini, Luca Dede', Paola F. Antonietti, Giovanni Ardenghi, Andrea Manzoni, Edie Miglio, Andrea Pugliese, Marco Verani, Alfio Quarteroni
The COVID-19 epidemic is the last of a long list of pandemics that have affected humankind in the last century.
no code implementations • 30 Nov 2020 • Francesco Regazzoni, Matteo Salvador, Pasquale Claudio Africa, Marco Fedele, Luca Dede', Alfio Quarteroni
In the framework of accurate and efficient segregated schemes for 3D cardiac electromechanics and 0D cardiovascular models, we propose here a novel numerical approach to address the coupled 3D-0D problem introduced in Part I of this two-part series of papers.
Numerical Analysis Numerical Analysis
no code implementations • 22 Nov 2020 • Nicola Parolini, Giovanni Ardenghi, Luca Dede', Alfio Quarteroni
An analysis of the COVID-19 epidemic is proposed on the basis of the epiMOX dashboard (publicly accessible at https://www. epimox. polimi. it) that deals with data of the epidemic trends and outbreaks in Italy from late February 2020.
1 code implementation • 2 Jun 2020 • Stefania Fresca, Andrea Manzoni, Luca Dedè, Alfio Quarteroni
These systems describe the cardiac action potential, that is the polarization/depolarization cycle occurring at every heart beat that models the time evolution of the electrical potential across the cell membrane, as well as a set of ionic variables.
1 code implementation • 16 Apr 2020 • Francesco Regazzoni, Luca Dedè, Alfio Quarteroni
We propose four novel mathematical models, describing the microscopic mechanisms of force generation in the cardiac muscle tissue, which are suitable for multiscale numerical simulations of cardiac electromechanics.