Advanced Capabilities and Method Enhancement

ACME is the “catch-all” team for projects that involve bespoke development of advanced data science methods for Heliophysics. Though it is not necessarily a “stand-alone team”, members integrate tightly with the other teams to create and apply advanced methods to Heliophysics science and mission objectives. ACME provides a network for R&D scientists and developers to connect with one another for general ideas and troubleshooting.

Lead and POC: Chris Bard

Overview Presentation

List of Current and Historical Projects (CfHA members in bold):

• Higher-Dimensional PINN-based Reconstruction of MHD Space-Time (Marcus Munzer, Chris Bard, Steffen Illium)
• Discovering Photospheric Flows with DeepVelU (Raphael Attie, Benoit Tremblay)
• In-Situ Data Compression of Plasma Distribution Measurements (Daniel da Silva, Chris Bard)
• Automatic Region Identification and Magnetopause Identification with MMS (Daniel da Silva, Alex Barrie, Raphael Attie, Jaime Landeros; preprint found at https://arxiv.org/abs/2003.08822)
• Coronal Monitoring and Analysis Dashboard for the WSA Model (Jaime Landeros, Daniel da Silva, Michael Kirk)
• Vlaslov-Informed Super-Resolution with MMS Particle Data (John Dorelli, Chris Bard, Alex Barrie)
• In-filling Science Data Gaps with Machine Learning (Stewart Doe, Alex Barrie, John Dorelli, Chris Bard)
• GPU-Accelerated Deep Learning for Solar Feature Recognition in NASA Images (Michael Kirk, James Stockton, Raphael Attie, Matt Penn, David Hall, Barbara Thompson)
• 1D reconstruction of Space-Time Plasma (Chris Bard and John Dorelli; code found at: https://github.com/nasa/1d-pinn-reconstruction)
• SEARCH: SEgmentation of polAR Coronal Holes (Ajay Kumar Tiwari, Benoit Tremblay, Andong Hu, Linnea M. Wolniewicz, Michael Kirk, Silvina Guidoni, Brent Smith, Matthew Penn, and Tanmoy Samanta)
  • Started as part of CfHA-sponsored HelioHackweek
• Accelerating AIApy (Chris Bard, Raphael Attie, Will Barnes, Luiz Guedes dos Santos, Jack Ireland, Peter Schuck, Paul Wright, Jinwoong Yoo, Matthew Nicely, Zahra Ronaghi)
  • Part of CfHA-sponsored HelioHackweek

If any projects are missing, please let the CfHA management team know!