Plasma Physics (Physics/ECE/NE 922) Seminars |
In this talk, I will discuss how state-of-the-art kinetic simulations are beginning to unveil the physics interplay between kinetic plasma processes and global plasma dynamics in the context of magnetic field generation and particle acceleration in relativistic astrophysical outflows. I will also discuss how techniques from the fields of Artificial Intelligence and Machine Learning can help us take full advantage of the data from high-fidelity numerical simulations and experiments to accelerate the discovery of reduced descriptions of kinetic plasma processes, and improve the physics fidelity of multi-scale plasma models.