Agnese Marcato

A computational workflow to study particle transport and filtration in porous media: Coupling CFD and deep learning

Agnese Marcato, Gianluca Boccardo, Daniele Marchisio · Chemical Engineering Journal · 2021 · 89 citations · Full text

Engineering, Chemical Engineering, Computational Engineering +17

From Computational Fluid Dynamics to Structure Interpretation via Neural Networks: An Application to Flow and Transport in Porous Media

Agnese Marcato, Gianluca Boccardo, Daniele Marchisio · Industrial & Engineering Chemistry Research · 2022 · 56 citations · Full text

Engineering, Chemical Engineering, Computational Engineering +17

Prediction of local concentration fields in porous media with chemical reaction using a multi scale convolutional neural network

Agnese Marcato, Javier E. Santos, Gianluca Boccardo et al. · Chemical Engineering Journal · 2022 · 35 citations · Full text

Engineering, Chemical Engineering, Chemistry +17

Modeling the 4D discharge of lithium-ion batteries with a multiscale time-dependent deep learning framework

Agnese Marcato, Javier E. Santos, Chaoyue Liu et al. · Energy storage materials · 2023 · 28 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17

Reconciling deep learning and first‐principle modelling for the investigation of transport phenomena in chemical engineering

Agnese Marcato, Daniele Marchisio, Gianluca Boccardo · The Canadian Journal of Chemical Engineering · 2023 · 14 citations · Full text

Computing, Chemical Engineering, Computer Science +14