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Deformable registration and generative modelling of aortic anatomies by auto-decoders and neural ODEs
Riccardo Tenderini, Luca Pegolotti, Fanwei Kong, Stefano Pagani, Francesco Regazzoni, Alison L. Marsden, Simone Deparis
Project Project
Emergence of Structure in Ensembles of Random Neural Networks
Luca Muscarnera, Luigi Loreti, Giovanni Todeschini, Alessio Fumagalli, Francesco Regazzoni
Project
Physics-informed neural network estimation of active material properties in time-dependent cardiac biomechanical models
Matthias Höfler, Francesco Regazzoni, Stefano Pagani, Elias Karabelas, Christoph Augustin, Gundolf Haase, Gernot Plank, Federica Caforio
PDF Project Project
Influence of cellular mechano-calcium feedback in numerical models of cardiac electromechanics
Irena Radišić, Francesco Regazzoni, Michele Bucelli, Stefano Pagani, Luca Dede', Alfio Quarteroni
Project
Scientific Machine Learning for differential problems: integrating physics-based and data-driven approaches
Alfio Quarteroni, Paola Gervasio, Francesco Regazzoni
Project
Cardiac fibrosis affects electrical conduction and arrhythmogenesis in a pacing-rate-dependent manner
Francesco Giardini, Camilla Olianti, Gerrit Adam Marchal, Fernando Campos, Joshua Steyer, Josef Madl, Roberto Piersanti, Giulia Arecchi, Induja Perumal Vanaja, Valentina Biasci, Gabriella Nesi, Leslie Loew, Elisabetta Cerbai, Stephen Chelko, Francesco Regazzoni, Axel Loewe, Martin Bishop, Marco Mongillo, Peter Kohl, Tania Zaglia, Callum Michael Johnston, Leonardo Sacconi
PDF Project
Shape-informed surrogate models based on signed distance function domain encoding
Linying Zhang, Stefano Pagani, Jun Zhang, Francesco Regazzoni
PDF Project