Alloys - Artificial Intelligence and Scientific Computing for Fluid Mechanics
Offered By: Institute for Pure & Applied Mathematics (IPAM) via YouTube
Course Description
Overview
Explore a 58-minute conference talk by Petros Koumoutsakos of Harvard University on combining artificial intelligence and scientific computing for fluid mechanics. Delve into the speaker's perspective on creating alloys of AI and simulations to predict and control complex flow systems. Discover novel algorithms for learning Effective Dynamics (LED) of complex flows and the fusion of multi-agent reinforcement learning with scientific computing (SciMARL) for modeling and controlling flow-structure interactions. Examine the successes and failures in this field, and understand why integrating fluid mechanics knowledge with AI expertise is crucial for advancing scientific frontiers. Recorded on January 11, 2023, as part of IPAM's Explainable AI for the Sciences: Towards Novel Insights Workshop.
Syllabus
Petros Koumoutsakos - Alloys: Artificial Intelligence and Scientific Computing for Fluid Mechanics
Taught by
Institute for Pure & Applied Mathematics (IPAM)
Related Courses
Flight Vehicle AerodynamicsMassachusetts Institute of Technology via edX Classical Mechanics
Massachusetts Institute of Technology via edX Mécanique des Fluides
École Polytechnique Fédérale de Lausanne via edX الميكانيكا الهندسية (ديناميكا الجسيم)
Rwaq (رواق) Foundation of Computational Fluid Dynamics
Indian Institute of Technology Madras via Swayam