{"id":31709,"date":"2025-06-17T09:52:41","date_gmt":"2025-06-17T07:52:41","guid":{"rendered":"http:\/\/&amp;p=26273"},"modified":"2025-06-17T09:52:41","modified_gmt":"2025-06-17T07:52:41","slug":"data-driven-modeling-of-complex-fluid-flows-via-scientific-machine-learning","status":"publish","type":"tribe_events","link":"https:\/\/www.dica.polimi.it\/it\/evento\/data-driven-modeling-of-complex-fluid-flows-via-scientific-machine-learning\/","title":{"rendered":"Data-Driven Modeling of Complex Fluid Flows via Scientific Machine Learning"},"content":{"rendered":"<p><strong>Luned\u00ec 30 Giugno <\/strong>si terr\u00e0 un seminario presso l\u2019aula Fass\u00f2 (Edificio 4a) dalle ore 11:00 dal titolo <strong>\u201c<span data-olk-copy-source=\"MessageBody\">Data-Driven Modeling of Complex Fluid Flows via Scientific Machine Learning<\/span><\/strong><strong>\u201d<\/strong>.<\/p>\n<p>Il seminario sar\u00e0 tenuto da <strong>C\u00e1ssio Machiaveli Oishi<\/strong>, <span data-olk-copy-source=\"MessageBody\"> S\u00e3o Paulo State University UNESP.<\/span><\/p>\n<p><strong>Abstract<\/strong><\/p>\n<p class=\"x_gmail-\"><span lang=\"EN-GB\" data-olk-copy-source=\"MessageBody\">Recent advances in machine learning have significantly influenced the simulation of Newtonian fluids, and there is growing interest in extending these techniques to complex fluids with non-Newtonian properties, such as viscoelastic flows. In this talk, we present data-driven frameworks for constructing interpretable reduced-order models of viscoelastic fluids, combining both linear and nonlinear dimensionality reduction methods with the Sparse Identification of Nonlinear Dynamics (SINDy) algorithm. In particular, we explore the development of physics-informed metrics to enhance nonlinear dimensionality reduction tailored to viscoelastic behavior. We also highlight recent progress in the SciML domain, with a focus on applications to droplet dynamics.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Luned\u00ec 30 Giugno si terr\u00e0 un seminario presso l\u2019aula Fass\u00f2 (Edificio 4a) dalle ore 11:00 dal titolo \u201cData-Driven Modeling of Complex Fluid Flows via Scientific Machine Learning\u201d. Il seminario sar\u00e0&#8230;<\/p>\n","protected":false},"author":10,"featured_media":26274,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"tags":[2080,2081,13,2082,16,322],"tribe_events_cat":[930],"class_list":["post-31709","tribe_events","type-tribe_events","status-publish","has-post-thumbnail","hentry","tag-cassio-machiaveli-oishi","tag-data-driven-modeling","tag-dica","tag-fluid-flows","tag-polimi","tag-seminar-en-2","tribe_events_cat-seminari","cat_seminari"],"acf":[],"ticketed":false,"_links":{"self":[{"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/tribe_events\/31709","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/users\/10"}],"version-history":[{"count":0,"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/tribe_events\/31709\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/media?parent=31709"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/tags?post=31709"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/www.dica.polimi.it\/it\/wp-json\/wp\/v2\/tribe_events_cat?post=31709"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}