Machine learning for scientific discovery with examples in fluid mechanics

OnlineWebinar
  • * Register (or log in) to the Neural Network to add this session to your agenda or watch the replay

  • Date
    29 November 2022
    Timeframe
    17:00 - 18:30
    Duration
    90 minutes (including 30 minutes networking)
    Share this session

    Machine learning may be used to develop accurate and efficient nonlinear dynamical systems models for complex natural and engineered systems. This AI for Good Webinar curated by the International Atomic Energy Agency (IAEA) explores the sparse identification of nonlinear dynamics (SINDy) algorithm, which identifies a minimal dynamical system model that balances model complexity with accuracy, avoiding overfitting.  This approach tends to promote models that are interpretable and generalizable, capturing the essential “physics” of the system. It will also discuss the importance of learning effective coordinate systems in which the dynamics may be expected to be sparse.  This sparse modeling approach will be demonstrated on a range of challenging modeling problems in fluid dynamics, and will discuss how to incorporate these models into existing model-based control efforts.  Because fluid dynamics is central to fields such as transportation and health, it will emphasize the importance of machine learning solutions that are interpretable, explainable, generalizable, and that respect known physics. 

    This live event includes a 30-minute networking event hosted on the AI for Good Neural Network. This is your opportunity to ask questions, interact with the panelists and participants and build connections with the AI for Good community.

  • Share this session
    In partnership with
    Discover more from programme stream
    Advancing AI, Neurotech, and Cybersecurity: Mexico’s Neurorights Bill

    Advancing AI, Neurotech, and Cybersecurity: Mexico’s Neurorights Bill

    13 December 2024 - 16:00 to 17:30

    AI and Sustainable Urbanization for Good

    AI and Sustainable Urbanization for Good

    4 December 2024 - 09:30 to 11:00

    Revolutionize Social Good with AI: The Biggest Multiplier for Change

    Revolutionize Social Good with AI: The Biggest Multiplier for Change

    27 November 2024 - 14:00 to 15:30

    World Children’s Day: A Global View of Current Practices for...

    World Children’s Day: A Global View of Current Practices for...

    20 November 2024 - 16:00 to 18:00

    Shaping tomorrow’s plates: The future of food with AI

    Shaping tomorrow’s plates: The future of food with AI

    12 November 2024 - 16:00 to 17:30