From patient at jlab.org Fri Apr 18 14:52:39 2025 From: patient at jlab.org (Jodi Patient) Date: Fri, 18 Apr 2025 18:52:39 +0000 Subject: [Cugapost] **Reminder** GSPDA Lunch Seminar - Wednesday, April 23 Message-ID: Jefferson Lab's Graduate Student and Post-Doc Association Wiki: https://gspda.jlab.org/wiki/index.php/Main_Page This program is supported by the Initiatives Fund Program, a JSA commitment, to support programs, initiatives, and activities that further the scientific outreach, promote the science, education and technology of Jefferson Lab and benefit the Lab's extended user community in ways that complement the Lab's basic and applied research missions. Wednesday, April 23, 2025 ***F326/327*** 12:00 am - 1:00 pm "Machine learning for real-time flooding decision support" Diana McSpadden Abstract: The presentation covers various aspects of the project, including the supervised training of ML models, the comparison of different ML surrogate models, and the incorporation of uncertainty quantification. Key highlights include using Long Short-Term Memory (LSTM) models for flood prediction, integrating physics-informed hydrodynamic models, and developing a deep quantile regression framework for uncertainty-aware predictions. The research demonstrates the potential of ML models to provide accurate and timely flood predictions, significantly reducing computational time compared to traditional hydrodynamic models. The presentation also emphasizes the importance of interdisciplinary collaboration. The findings presented aim to contribute to the broader field of environmental studies and provide valuable insights for real-time decision support in urban coastal flooding scenarios. -------------- next part -------------- An HTML attachment was scrubbed... URL: