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Extracting low-order representations of vortex dominated flows using deep neural networks

Speaker: Barbara Lopez-Doriga, Ph.D. IDRE Postdoctoral Fellow Mechanical and Aerospace Engineering University of California Los Angeles Place: Virtual (Register here for the zoom link)   Abstract: There is significant practical interest in understanding and modeling fluid systems, not only to gain insights into the complex dynamics that govern them, but also to enable their control...

TimeAutoDiff : Combining auto-encoder and diffusion model for time series tabular synthesizing

    Speaker: Najoon Suh, Ph.D IDRE Fellow Department of Statistics and Data Science University of California Los Angeles   Location: Zoom (Recording link)   Abstract: In the work to be presented, we leverage the power of latent diffusion models to generate synthetic time series tabular data. Along with the temporal and feature correlations, the...

Challenges to mitigating climate change drivers and associated risks of surpassing lower emission targets

  Speaker: Robert Fofrich, Ph.D. IDRE and UC President's Postdoctoral Fellow Institute of the Environment and Sustainability University of California Los Angeles    Place: Virtual (Link to the video recording) Abstract: Lower climate change mitigation pathways require large and swift reductions in anthropogenic CO2 emissions worldwide, a substantial portion arising from fossil energy sources utilized in electricity generation. Thus,...

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