Speaker
Austin Hoover
(Oak Ridge National Laboratory)
Description
This work proposes the use of generative models and differentiable simulations to search for smooth equilibrium phase space distributions in arbitrary external fields. The model parameters are optimized using a two-term loss function: one term suppresses period-to-period fluctuations in the distribution function, while a second term pulls the distribution toward some target value, e.g. to encourage smoothness. As an initial demonstration of this approach, we search for a four-dimensional equilibrium in a simple linear focusing lattice. We also discuss possible extensions to more complicated lattices and higher-dimensional phase spaces.
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Author
Austin Hoover
(Oak Ridge National Laboratory)