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MISA Seminar (June 7, 2022): "Deep Learning Lab Student Research: Empowering the Future ML Workforce"

This talk will cover undergraduate student contributions to SWx research—as done within the SWx TREC's DLL—as well as delving into the need for technical workforce development (including methods leveraged by the DLL for undergraduate professional development resources).

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MISA Seminar (May 3, 2022): "Machine Learning Prediction of Global Ionospheric TEC and High-latitude ROTI Maps"

In recent years, machine learning (ML) techniques have become a promising and effective tool to predict ionospheric total electron content (TEC) and irregularities. This seminar presents an image-based convolutional long short-term memory (convLSTM) ML algorithm to predict global TEC and storm-time high-latitude rate of TEC index (ROTI) maps.

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MISA Seminar (Apr. 5, 2022): "SWx TREC Deep Learning Laboratory Solar Flare Prediction Research and Hardware Capablilities"

This seminar takes listeners through an overview of student solar flare prediction research done within the SWx TREC Deep Learning Laboratory (DLL). Attendees will also be informed on the DLL's hardware, and availability to those interested in leveraging that.

Graphic image of Sun with grid superimposed on it

SWAMI Seminar (Mar. 19, 2021): "Next-generation magnetosphere-ionosphere coupling: Progress through machine learning and information representation"

Space Weather Applications of Machine Intelligence (SWAMI) Seminar Series Hosted by: Space Weather Technology, Research, and Engineering Center Presented by: Ryan McGranaghan, ASTRA, LLC, Louisville, Colorado Friday 19 March 2021, 10:00am – 11:00pm (MDT) https://cuboulder.zoom.us/j/98581049160 The connection between the Sun and the Earth is a complex one, involving interactions and...

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SWAMI Seminar (Dec. 3, 2020): "Data-Driven Â鶹ÊÓƵy of Fokker-Planck Equation for Radiation Belt Electrons Using Physics-Informed Neural Networks"

Space Weather Applications of Machine Intelligence (SWAMI) Seminar Series Hosted by: Space Weather Technology, Research, and Engineering Center Presented by: Enrico Camporeale, CIRES/NOAA, University of Colorado, Boulder Thursday 03 December 2020, 11:30am – 12:30pm (MST) https://cuboulder.zoom.us/j/96572865554 We solve the one-dimensional Fokker-Planck equation for radiation belt electrons under the assumption of...

Graphic image of Sun with grid superimposed on it

SWAMI Seminar (Oct. 8, 2020): "Solving Nonlinear Ambiguous Multivariate Input-Output (Causal-Effect) Problems with Information Theory"

Space Weather Applications of Machine Intelligence (SWAMI) Seminar Series Hosted by: Space Weather Technology, Research, and Engineering Center Presented by: Simon Wing, Applied Physics Laboratory, Johns Hopkins University, Laurel, MD Thursday 8 October 2020, 11:30am – 12:30pm (MDT) https://cuboulder.zoom.us/j/94121439377 Passcode: 674724 Many space weather problems can be characterized as input-output...