{ "148874-21905036": { "datetime_modified":"20260810T205656", "datetime_start":"20260918T150000", "datetime_end":"20260918T160000", "has_end_time":1, "date_start":"2026-09-18", "date_end":"2026-09-18", "time_start":"15:00:00", "time_end":"16:00:00", "time_zone":"America\/Detroit", "event_title":"Foundation models and agentic AI for discovery in fluid mechanics", "occurrence_title":"", "combined_title":"Foundation models and agentic AI for discovery in fluid mechanics: Ricardo Vinuesa (Aerospace Engineering, University of Michigan)", "event_subtitle":"Ricardo Vinuesa (Aerospace Engineering, University of Michigan)", "event_type":"Lecture \/ Discussion", "event_type_id":"13", "description":"Abstract: In this seminar we discuss a unified framework that combines explainable deep learning, deep reinforcement learning (DRL) and foundation models to advance both understanding and control of turbulence, with direct implications for accelerated design and discovery. First, we will show how explainable deep learning techniques can be used to identify the flow features that are truly responsible for key turbulent processes in wall-bounded flows. By systematically interrogating trained neural networks, we uncover the most influential coherent structures driving momentum transport and drag. Our results reveal that classically studied structures (while important) provide only a partial and sometimes misleading perspective, motivating a more data-driven and physics-aware view of turbulence organization. Building on these insights, we will demonstrate how deep reinforcement learning can be used to actively control turbulent flows by targeting the dynamically relevant structures identified through explainability. This approach achieves over 30% drag reduction in canonical wall-bounded turbulence and extends naturally to more complex configurations, including turbulent wings, highlighting the scalability of learning-based control strategies. Finally, we will introduce a foundation-model-based framework for accelerated design, optimization and scientific discovery. By learning compact, interpretable latent representations of high-dimensional flow physics, these models (combined with agentic-AI systems) enable rapid exploration of design spaces, causal reasoning and closed-loop optimization, bridging the gap between expensive simulations, control and engineering decision making. Together, these results illustrate how explainable and agentic AI are becoming essential for turbulence physics, flow control and next-generation engineering design.\n\n\nContact: Silas Alben", "occurrence_notes":null, "guid":"148874-21905036@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/148874", "building_id":"1000166", "building_name":"East Hall", "campus_maps_id":"53", "room":"1084", "location_name":"East Hall", "has_livestream":0, "cost":"", "tags":["Mathematics","Applied Mathematics"], "website":"", "sponsors":[ { "group_name":"Applied Interdisciplinary Mathematics (AIM) Seminar - Department of Mathematics", "group_id":"4882", "website":"" }, { "group_name":"Department of Mathematics", "group_id":"3791", "website":"" } ], "image_url":"", "styled_images":{ "event_thumb":"", "event_large":"", "event_large_2x":"", "event_large_lightbox":"", "group_thumb":"", "group_thumb_square":"", "group_large":"", "group_large_lightbox":"", "event_large_crop":"", "event_list":"", "event_list_2x":"", "event_grid":"", "event_grid_2x":"", "event_feature_large":"", "event_feature_thumb":"" }, "occurrence_count":1, "first_occurrence":21905036 } , "141325-21907315": { "datetime_modified":"20260810T124116", "datetime_start":"20260918T150000", "datetime_end":"20260918T154500", "has_end_time":1, "date_start":"2026-09-18", "date_end":"2026-09-18", "time_start":"15:00:00", "time_end":"15:45:00", "time_zone":"America\/Detroit", "event_title":"Sky Tonight", "occurrence_title":"", "combined_title":"Sky Tonight", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"A live presentation on what to find in the sky tonight and for the coming few weeks. This presentation includes how to find the cardinal directions with the North Star, current and upcoming constellations, visible planets, a few deep sky objects depending on the season, and other interesting astronomical visualizations. 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Learn about the wealth of resources available, and network with other queer and trans graduate students. Free food and giveaways will be provided.\n\nThis event is open to all members of the U-M community.\n\nMORE SPECTRUM CENTER EVENTS\nhttps:\/\/spectrumcenter.umich.edu\/events", "occurrence_notes":null, "guid":"149540-21906593@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/149540", "building_id":"1000120", "building_name":"Michigan Union", "campus_maps_id":"191", "room":"Spectrum Center (suite 3020)", "location_name":"Michigan Union", "has_livestream":0, "cost":"", "tags":["Graduate","spectrum center","Graduate and Professional Students","Graduate School","Graduate Students","LGBT","LGBTQ Graduate Student","Welcome to Michigan"], "website":"", "sponsors":[ { "group_name":"Spectrum Center", "group_id":"1030", "website":"http:\/\/spectrumcenter.umich.edu" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/07\/event_149540_original-1.png", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_2x\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/07\/event_149540_original-1.png", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb\/media\/attachments\/2026\/07\/event_149540_original-1.png", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb_square\/media\/attachments\/2026\/07\/event_149540_original-1.png", "group_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large\/media\/attachments\/2026\/07\/event_149540_original-1.png", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large_lightbox\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_crop\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_list":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_list\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid_2x\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_large\/media\/attachments\/2026\/07\/event_149540_original-1.png", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2026\/07\/event_149540_original-1.png" }, "occurrence_count":1, "first_occurrence":21906593 } , "148464-21904337": { "datetime_modified":"20260617T061535", "datetime_start":"20260918T180000", "datetime_end":"20260529T010000", "has_end_time":1, "date_start":"2026-09-18", "date_end":"2026-05-29", "time_start":"18:00:00", "time_end":"01:00:00", "time_zone":"America\/Detroit", "event_title":"Volleyball vs Texas Tech", "occurrence_title":"", "combined_title":"Volleyball vs Texas Tech", "event_subtitle":"", "event_type":"Sporting Event", "event_type_id":"20", "description":"Volleyball vs Texas Tech", "occurrence_notes":null, "guid":"148464-21904337@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/148464", "building_id":"null", "building_name":"Off Campus Location", "campus_maps_id":"1", "room":"", "location_name":"Ann Arbor, Mich.", "has_livestream":0, "cost":"See MGoblue.com", "tags":["Athletics","Athletics - 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Some might even call him a \u201ctour de force\u201d as his songs pull no punches in evoking the demons with which he has wrestled through much of his life. \n\nThe GRAMMY-nominated multi-platinum singer\/songwriter\u2019s early releases, I\u2019m About To Come Alive, The Sound Of A Million Dreams, I\u2019m A Fire and Fighter, ignited his reputation as an innovator and creative risk-taker yet left Nail feeling restless. This led to the departure of the only record company home he\u2019d ever known, MCA Nashville, where he\u2019d formed friendships that endure even now. Through dealing with his own journey of mental health and the feeling of needing to \u201crebel against what people expect you to be,\u201d Nail began making his most \u201corganic\u201d work to date, David Nail & The Well Ravens, with Jason Hall and Andrew Petroff. That project liberated Nail and propelled him into his next adventure. Writing solo for the next few months led to his debut solo independent EP Oh, Mother, a reflective piece of work. Of the title track, Rolling Stone noted that \u201cthe song creeps in like a sunrise \u2014 quiet, restrained cello and keys are the only underpinning for Nail\u2019s powerful vocals at first. But then it slowly builds to something more massive and majestic.\u201d That release was followed by Bootheel 2020 and Bootheel 2021, projects dedicated to the singer\/songwriter\u2019s hometown in the \u201cbootheel\u201d of Missouri. Nail released an EP titled Best of Me in 2023 and the title track has seen heavy press support and country radio airplay. 2024 brought more touring than ever, two great single releases \u201cIf I Could Call\u201d and \u201cWhy\u201d featuring Aubrie Sellers. \n\nNail plans on releasing the start of an excitingly different and elevated album project this year leaving behind any self-imposed restrictions. 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"occurrence_title":"", "combined_title":"2026 Second Year Studio Exhibition", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"\n\nAugust 24 - October 18, 2026\nExhibition Reception: October 1, 1-2:30 p.m.\n\nIn their second year, Stamps students complete a major milestone: Second Year Studio (SYS). It\u2019s a course where, per the syllabus, students \"develop the capacity to work independently by identifying, exploring, and pursuing a single independent project that involves multiple iterations.\" Each student takes their own path, encountering questions that can shape the direction of their creative practice. At the end of the semester, students formally report on their experience in a presentation called the Sophomore Review and receive direct feedback from a panel of Stamps faculty members. \n\nInstalled throughout the Art & Architecture Building, the Second Year Studio Exhibition showcases the art and design work created in this pivotal course by our rising third-year and transfer students, and invites first-year students and other newcomers to explore both the building and the creative possibilities ahead. The show features 50 students who have volunteered to participate, yet it honors every Stamps major who reaches the SYS milestone. \n\nThe works in this year\u2019s exhibition engage a wide range of questions and concerns. Students investigate memory, identity, materiality, ecology, technology, labor, social relationships, and the built environment through equally diverse formal approaches. While these subjects recur across the exhibition, what stands out most is not a dominant thematic direction, but a shared commitment to sustained inquiry.\n\n\u2013Sally Clegg, Lecturer & Student Exhibitions Coordinator & Pedram Baldari, Assistant Professor\n\nExhibiting Artists and Designers\n