
PhD Student in Ingegneria Chimica , 35th cycle (2019-2022)
Department of Applied Science and Technology (DISAT)
Research Assistant
Department of Applied Science and Technology (DISAT)
Docente esterno e/o collaboratore didattico
Department of Applied Science and Technology (DISAT)
Profile
PhD
Thesis title
Deep neural networks as data-driven models for flow and transport in porous media
Tutors
Teaching
Teachings
Master of Science
- Fenomeni di trasporto e Fluidodinamica computazionale (modulo di Fluidodinamica computazionale). A.A. 2020/21, INGEGNERIA CHIMICA E DEI PROCESSI SOSTENIBILI. Collaboratore del corso
Bachelor of Science
- Controllo, strumentazione e sicurezza per i processi chimici (modulo di Controllo e strumentazione per i processi chimici). A.A. 2023/24, INGEGNERIA CHIMICA E ALIMENTARE. Collaboratore del corso
Publications
Latest publications View all publications in Porto@Iris
- Marcato, Agnese; Marchisio, Daniele; Boccardo, Gianluca (In stampa)
Reconciling deep learning and first‐principle modelling for the investigation of transport phenomena in chemical engineering. In: CANADIAN JOURNAL OF CHEMICAL ENGINEERING. ISSN 0008-4034
Contributo su Rivista - Marcato, Agnese; Santos, Javier E.; Boccardo, Gianluca; Viswanathan, Hari; Marchisio, ... (2023)
Prediction of local concentration fields in porous media with chemical reaction using a multi scale convolutional neural network. In: CHEMICAL ENGINEERING JOURNAL. ISSN 1385-8947
Contributo su Rivista - Raponi, Antonello; Marcato, Agnese; Boccardo, Gianluca; Buffo, Antonio; Vanni, Marco; ... (2023)
Machine learning for multivariate parameter identification of first-principle model: the Mg(OH)2 test case. In: International Symposium on Industrial Crystallization 2023, Glasgow, 5 - 8 September 2023
Contributo in Atti di Convegno (Proceeding) - Stratta, Lorenzo; Adali, Merve B.; Barresi, Antonello A.; Boccardo, Gianluca; Marcato, ... (2023)
A diffused-interface model for the lyophilization of a packed bed of spray-frozen particles. In: CHEMICAL ENGINEERING SCIENCE, vol. 275, pp. 1-14. ISSN 0009-2509
Contributo su Rivista - Marcato, A.; Boccardo, G.; Marchisio, D. (2022)
From Computational Fluid Dynamics to Structure Interpretation via Neural Networks: An Application to Flow and Transport in Porous Media. In: INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH. ISSN 0888-5885
Contributo su Rivista